Invalidity dossier

US 7296288

Methods, apparatuses, and systems allowing for bandwidth management schemes responsive to utilization characteristics associated with individual users

Current assignee: CA Inc

Added 9/24/2026, 2:43:13 PM

At a glanceNo PTAB challengesNo litigation on fileSoftware Technology & Computing Systems (T)

Active provider: DeepSeek · deepseek-v4-flash

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Patent summary

Title, assignee, inventors, filing/issue dates, abstract, and a plain-language overview of the claims.

✓ Generated

I'll search for this specific patent number across USPTO and CAFC sources.

Let me try more targeted searches for litigation and docket information.

Let me search specifically for the claims text and any litigation involving this patent.

Executive summary — US 7,296,288

Caveat up front: I ran targeted searches for the literal identifier 7296288 (both US7296288, US 7,296,288, and "7296288" with CAFC/litigation terms). The searches surfaced only the patent itself, Packeteer prior-art/family documents, and unrelated Blue Coat litigation (the Finjan v. Blue Coat cases, which involve entirely different patents). I found no CAFC 2026 docket entry, IPR, or infringement docket naming US 7,296,288. I am therefore not asserting any litigation history for it. I also note the authoritative full text you supplied is truncated before the actual claim set, so I cannot quote independent-claim language verbatim — see my flag below.

Bibliographic data (from the authoritative Google Patents text)

Field Value
Patent number US 7,296,288 B1
Title Methods, apparatuses, and systems allowing for bandwidth management schemes responsive to utilization characteristics associated with individual users
Application no. US 10/295,391
Filing date 2002-11-15
Priority date 2002-11-15 (no earlier priority claimed)
Issue/grant date 2007-11-13
Inventors Mark Hill; Guy Riddle; Robert E. Purvy
Original assignee Packeteer, Inc.
Current assignee (as listed) CA, Inc. — with recorded reassignment chain Packeteer → Blue Coat Systems (2011) → Symantec (2016) → CA, Inc. (2019)
Legal status Expired – Lifetime; adjusted expiration 2025-01-11
Classifications H04L41/0896 (bandwidth/capacity management); H04L43/0876, 43/0882 (network utilization/link capacity monitoring); H04L43/16 (threshold monitoring); H04L63/1408 (malicious-traffic detection by monitoring); H04L41/0213 (SNMP)

Source: https://patents.google.com/patent/US7296288/en

Abstract (verbatim)

"Methods, apparatuses and systems allowing for bandwidth management schemes responsive to utilization characteristics associated with individual users. In one embodiment, the present invention allows network administrators to penalize users who carry out specific questionable or suspicious activities, such as the use of proxy tunnels to disguise the true nature of the data flows in order to evade classification and control by bandwidth management devices. In one embodiment, each individual user may be accorded an initial suspicion score. Each time the user is associated with a questionable or suspicious activity (for example, detecting the set up of a connection to an outside HTTP tunnel, or peer-to-peer application flow), his or her suspicion score is downgraded. Data flows corresponding to users with sufficiently low suspicion scores, in one embodiment, can be treated in a different manner from data flows associated with other users. For example, different or more rigorous classification rules and policies can be applied to the data flows associated with suspicious users."

Plain-language overview

The patent addresses a practical problem in WAN bandwidth management: "network-savvy users" (e.g., university students) evade a bandwidth-management appliance by hiding peer-to-peer or other disallowed traffic inside HTTP proxy tunnels (e.g., commercial services like loopholesoftware.com, TotalRc.net, http-tunnel.com), often encrypted, so the appliance misclassifies the traffic as ordinary HTTP. The disclosed solution assigns each user a suspicion score/level, adjusts it when suspicious activity is detected, and then treats traffic of high-suspicion users differently — typically by applying more rigorous classification rules and stricter/capping bandwidth policies.

Specification mechanics worth noting:

  • A bandwidth management device contains a packet processor, flow control module, traffic classification engine, suspicion scoring module, measurement engine, and host database. Suspicion scores are stored per host/IP address in a host database (with an inside/outside flag), and can also persist as per-user traffic classes.
  • Detection heuristics include: connections to known proxy-tunnel resources; large HTTP requests or unusual HTTP traffic patterns vs. a "regular HTTP" template; protocol/port mismatch (e.g., peer-to-peer traffic on the registered DNS port); many concurrent connections or many failed connections (supernode/port-scanning signatures); metrics like concurrent connections, current rate, 1‑min average bps, and new flows/failed flows per minute.
  • Suspicion scores can decay over time, and the scoring module may run off the real-time packet path (on recorded raw data) or in an embedded runtime (Java/Python) as "suspicion scoring objects" that are pickled/un-pickled per user.
  • Crossing a threshold can move a user into a "SuspiciousUsers" traffic class (and a higher tier, "QuarantinedUsers"), enabling partitions, low-priority or progressive policies, richer child classification (e.g., HTTP tunnel sub-classes), or even discard policies. Exclude/"heightened scrutiny" lists and round-robin monitoring manage processing/memory load.
  • The "SuspiciousUsers" class is deliberately placed early in the hierarchical classification tree so its matching rules are evaluated first (see FIGS. 4A/4B).

Independent claims — ⚠️ cannot be quoted authoritatively

I do not have the issued claim text for US 7,296,288. The full text provided in the message is cut off mid-specification (at the traffic-classification section) and the Google Patents page content I retrieved likewise did not expose the claims list. My searches did not return any claim chart, IPR petition, or court document quoting these claims.

Given this, I will not fabricate claim language. Based only on the specification's Summary/Abstract, the independent claims are most likely directed to (in my best inference — treat as unverified):

  1. A method of bandwidth management that maintains a suspicion level associated with an individual user, adjusts it in response to detected suspicious activity, and applies a bandwidth-utilization control and/or classification scheme to that user's data flows based on the suspicion level.
  2. A corresponding apparatus / bandwidth management device comprising a packet processor, classification engine, flow control module, and suspicion scoring module performing those functions.
  3. Possibly a system claim combining such a device with network elements, and/or a claim to the suspicion-scoring-object management process described in FIG. 5.

To confirm the exact number and scope of independent claims, the definitive source is the issued patent's claims (USPTO PatentCenter / Patent Public Search, or the Google Patents "Claims" section at the URL above) or the patent PDF. If you can supply the claims text (or an image of the claims), I will give a precise, element-by-element plain-language breakdown of each independent claim and its dependents.

Uncertainty notes

  • No CAFC 2026 (or any) docket found for this patent number in my searches. Absence of results in these searches is not proof no docket exists; a direct PACER/CAFC and Docket Alarm query on the exact number would be needed to be conclusive.
  • Assignee fields reflect the recorded reassignments as listed by the source; the Google Patents page itself notes its assignee listing "may be inaccurate."
  • All technical detection examples above are drawn from the specification and are not claim language.

Generated 9/30/2026, 5:34:32 AM

Cases on file (0)

Specific litigation cases in our database that name US patent 7296288. The free-form analysis below may also discuss cases beyond this list.

No cases on file mention this patent. Upload a CSV or add a case manually in Admin → Manage litigation cases.

Litigation summary

Past and pending lawsuits — plaintiffs, defendants, jurisdictions, outcomes, and notable rulings.

✓ Generated

I'll run targeted searches on litigation-focused sources for the exact patent number 7296288.

Let me try additional targeted sources — PACER/Docket Alarm, Unified Patents caselist, and Packeteer/Blue Coat enforcement history.

Litigation Search Results — US Patent 7,296,288

Bottom line

I found no litigation — district court, CAFC, ITC, or PTAB/IPR — in which US Patent 7,296,288 is the patent-in-suit. I searched litigation-focused sources for the literal identifier 7296288 (and equivalents US7296288, "7,296,288") combined with litigation terms. Every hit for that number resolved to the patent being cited as a prior-art reference or listed as "cited by" in other parties' documents — not to any case asserting it. If no litigation is known, the instruction is to say so, and that is what the record shows.

What the searches actually returned (and why they are not litigation)

Result What it is Why it is not litigation involving '288
Google Patents page for US7296288 The patent itself Bibliographic/prior-art listing
Justia pages for 10,284,526 and 11,792,220 "7296288 | November 13, 2007 | Hill et al." in the "References Cited / cited by" list Prior-art citation in other patents
Docket Alarm, IPR2021‑01521 (Palo Alto Networks v. Centripetal Networks) Exhibits 1002/2025/2026; IPR2021‑01152 Exhibit 1002 "7296288" string inside a Petitioner's list of cited patents Prior-art citation in a PTAB petition about a different patent
Docket Alarm, Reexam of Correlating Packets in Communications Networks (US 90/19,563) "7296288" in an IDS/prior-art string Prior-art citation in a reexam of a different patent
Radaris inventor index (Robert Purvy) Inventorship listing Not a case
Unrelated pharma/AND securities results (6,730,288, etc.) Differently numbered patents Not the same patent — excluded per your instruction

Sources searched

  • Unified Patents portal / caselist (litigation) — no entry naming US 7,296,288
  • Google Patents litigation/"cited by" data for US7296288
  • Justia Patents and Justia dockets
  • Docket Alarm (PTAB + district court documents surfaced)
  • USPTO PTAB/PTACTS petition documents
  • CAFC / Federal Circuit and general litigation queries for 7296288

Caveats on confidence (stated explicitly, not hedged away)

  • Absence of results is not positive proof of absence. These searches did not execute a direct, identifier-keyed PACER or CAFC docket query on the exact number; my final three follow-up queries (including a direct portal.unifiedpatents.com caselist query) did not return before my search step limit was reached. A definitive check would require querying PACER/Docket Alarm and the Unified Patents caselist directly by the exact number.
  • The patent's legal status is "Expired – Lifetime," with an adjusted expiration of 2025‑01‑11 (per the authoritative Google Patents text). Even if litigation existed, no injunctive relief would now be available, and any past damages window would have closed; this makes the absence of any live assertion plausible but does not by itself establish that none occurred historically.
  • The assignee of record changed across Packeteer → Blue Coat Systems (2011) → Symantec (2016) → CA, Inc. (2019). A historical assertion by one of those entities cannot be ruled out from these searches alone — I simply found no evidence of one.

Cross-reference to prior analysis

This is consistent with the earlier Executive Summary section, which likewise reported no CAFC 2026 or infringement docket for this patent and explicitly flagged that searches surfaced only the patent itself, Packeteer family/prior-art documents, and unrelated Blue Coat litigation (Finjan v. Blue Coat — different patents). No contradiction to flag.

If you need certainty on litigation history

Run an exact-number query on:

  1. PACER (Case Locator) — utility "patent" with patent number 7296288;
  2. Docket Alarm / RPX / Unified Patents caselists filtered by the exact number;
  3. CAFC docket search for appeals naming the patent;
  4. USPTO PTAB (Patent Trial and Appeal Board) endpoint for any IPR/PGR/CBM with '288 as the challenged patent.

I did not fabricate any case caption, docket number, or outcome, because none was found in the documents retrieved.

Generated 9/30/2026, 5:51:51 AM

Proceedings on file (0)

All PTAB activity →

AIA trial proceedings (IPR / PGR / CBM) filed at the USPTO Patent Trial and Appeal Board against this patent. Sourced from the USPTO Open Data Portal and refreshed every six hours; each proceeding number deep-links to the PTAB E2E docket.

No PTAB proceedings on file. This patent has not been challenged via IPR, PGR, or CBM. The absence is itself a signal — well-asserted patents eventually attract IPRs. The LLM analysis below may surface filings the ODP feed hasn’t indexed yet.

PTAB challenges

AIA trial proceedings at the USPTO Patent Trial and Appeal Board — IPR, PGR, and CBM. Petitioners, judge panels, claim-level invalidation outcomes from Final Written Decisions, and Federal Circuit appeals. The single most important defensive datapoint after litigation history.

✓ Generated

I'll verify the structured "no PTAB activity" default against live sources before writing the deliverable.

Let me run a few more targeted checks — including a litigation angle, since IPRs often follow assertions.

PTAB analysis — US 7,296,288 (Packeteer / Blue Coat / Symantec / CA, Inc.)

Verification note: I searched PTAB E2E-adjacent public sources, PTAB petition documents, and general web indices for the literal identifiers "7296288", "7,296,288", and US 7,296,288 combined with IPR/PGR/CBM/petition terms. Every hit was either the patent itself, its forward-citation lists, or unrelated proceedings (Amphenol v. Credo, Samsung v. MemoryWeb, Sable Networks' Packeteer-prior-art references, Rembrandt, ParkerVision, etc.). No petition, institution decision, Final Written Decision, or termination naming this patent surfaced. This is consistent with the structured block: the USPTO ODP API returns no AIA trial proceedings for this patent.


Proceedings overview

Total AIA trial proceedings on US 7,296,288: 0 (zero IPRs, zero PGRs, zero CBMs — none active, none invalidated, none settled, none with institution denied).

The bottom-line defensive posture for a defendant is therefore not "hardened by IPR" and not "claims canceled." It is: this patent has never been tested at the PTAB at all, and it is now EXPIRED (adjusted expiration 2025-01-11), so the practical posture is that there is no institution-stage battlefield to inherit — but also no ready-made invalidity record, no estoppel to borrow, and no claims you can point to as already dead. Any invalidity attack today would be a first-instance one, and any monetization today would be limited to past damages (injunctive relief is unavailable for an expired patent; past damages are still subject to the 6-year look-back under 35 U.S.C. § 286).

⚠️ Constraint honored: Per your operating rules, I am not inventing proceeding numbers, panels, or dispositions. The absence of proceedings is the finding. If a proceeding exists that these searches and the ODP ingest simply missed, a direct PTAB E2E / Docket Alarm query on the exact number is the only conclusive check.

Per-proceeding detail

None to report. There is no {PROCEEDING_NUMBER} — {Petitioner} v. {Patent Owner} section to write, because no AIA trial has been filed against US 7,296,288 as of this analysis (searches run 2026-09-30).

Available statutory lanes, for completeness (why the count is what it is):

Track Availability for this patent Why
IPR Technically available since 2012-09-16 (pre-AIA patent) § 311 permits IPR of any patent; expired patents can be (and have been) instituted upon. But no petition was ever filed.
PGR Never available PGR reaches only patents with an effective filing date on/after 2013-03-16; this patent's priority is 2002-11-15.
CBM Never available CBM was limited to covered business-method (financial-services) patents; this is a bandwidth-management/networking patent. CBM also sunset 2020-09-16.

Strategic summary

Claim status: everything is UNTESTED. No claim of US 7,296,288 — independent or dependent — has been canceled, confirmed, or construed by the PTAB, because no AIA trial was ever instituted. If you are being asserted against today, you cannot inherit a claim chart, an FWD's claim-level verdict, or a § 315(e)(2) estoppel position from anyone. (Related caveat from the prior section: I still do not have the issued claim text — the authoritative full text supplied is truncated before the claims — so I cannot enumerate which claims exist or how many are independent. The formal claims are at the Google Patents "Claims" tab or the USPTO Patent Public Search record.)

Estoppel landscape: essentially a blank slate — with one asymmetric advantage to you. Because no petitioner ever triggered § 315(e)(2), there is no statutory estoppel barring any IPR ground for a defendant now. Conversely, a future petitioner would face the § 315(b) one-year clock running from service of an infringement complaint, plus § 325(d) considerations (though the art here — 2002-and-earlier networking references — was likely not before the examiner). Note that cautionary counter-signal: the Packeteer/Blue Coat patent family has been a rich prior-art source in other IPRs. In the Sable Networks and related proceedings, Packeteer PacketShaper documentation ("Four Steps to Application Performance," Sept. 2002) and Packeteer patents such as the Riddle '051 application (U.S. Ser. No. 09/198,051) were used as § 102/§ 103 art, authenticated via Internet Archive Wayback Machine captures of packeteer.com. That corpus is public and cuts against this patent family generally — but none of it has ever been assembled into a petition against '288 specifically.

Pattern signals: none. No repeat petitioner (there is exactly one filing — zero), no patent-owner PTAB-appeal history (nothing to appeal), and no defensive aggregator (Unified Patents, RPX, etc.) appears anywhere in the chain for this number. The recorded chain is purely corporate: Packeteer (2002) → Blue Coat Systems (2011) → Symantec (2016) → CA, Inc. (2019). The assignee's known assertion activity (e.g., Symantec/Blue Coat v. Zscaler, N.D. Cal. 3:17-cv-04414) targeted other patents; I found no assertion of '288, and certainly no IPR of it.

Why the absence makes sense: a 2002-filed patent that issued 2007-11-13 and expired 2025-01-11 has a small remaining liability window (past damages only). Patents like this generally attract IPRs only when asserted; this one appears never to have been a frontline assertion patent. Absence of PTAB activity here is a weak signal — it does not mean the claims are strong; it means no one had the economic incentive to challenge them.


Recommended next steps

If you are a defendant facing a demand on '288:

  1. Lead with expiration. Adjusted expiration is 2025-01-11; the Google Patents record lists legal status "Expired – Lifetime." No injunction and no ongoing royalty can rest on an expired patent. Any exposure is past damages subject to the § 286 6-year limit.
  2. There is no FWD to cite and no canceled claim to quote — so do not build a defense around "claims 1–5 are already dead." Instead, commission a fresh invalidity search against the issued claims.
  3. Pull the claims first. Get the actual claim set from the USPTO Public Search / Google Patents claims tab (and the PDF). Everything downstream depends on claim scope, and I could not verify it from the supplied text.
  4. Mine the public Packeteer prior-art corpus, which is already authenticated in other PTAB records — e.g., the September 2002 "Four Steps to Application Performance Across the Network With Packeteer's PacketShaper" whitepaper (Wayback-captured 2003-03-17) and the Riddle auto-policy application (Ser. No. 09/198,051, filed 1998-11-26). Because this patent's priority is 2002-11-15, only art predating that date qualifies; the September 2002 whitepaper and much of the family comfortably predate it.

If a proceeding is somehow pending that my sources missed: the statutory milestones to track are the § 314(b) institution-decision deadline (~6 months from a complete petition/receipt date), the 1-year FWD deadline from institution, and any Federal Circuit appeal docket. I found no such docket, so I am not asserting one exists.

If you are the patent owner: the expired status plus zero PTAB history means you hold untested, likely-broad claims but with a truncated damages tail — and, notably, an expired patent cannot be amended in any IPR you might face, so you cannot narrow your way out of a bad institution. That asymmetry favors a challenger who decides it is worth filing.

Primary sources to re-check: Google Patents record — https://patents.google.com/patent/US7296288/en · USPTO Patent Public Search / PTAB E2E for the authoritative claims and any proceeding filings. Flag: if a live proceeding number surfaces that neither the ODP block nor these searches captured, discard the "zero proceedings" finding and re-run this template against the actual record.

Generated 9/30/2026, 5:52:09 AM

Ownership chain (12)

Asserters network →

Structured records extracted from the assignment-history narrative below. Each entity links to its full ownership-network profile.

  1. 2002-11-15 · Assignment

    Robert E. Purvy; Mark Hill; Guy RiddlePacketeer, Inc.

  2. ? · recorded 2011-12-01 · Assignment

    Packeteer, Inc.Blue Coat Systems, Inc.

    acquisition

  3. ? · recorded 2012-02-16 · reel 027727/0178 · Security Agreement

    Blue Coat Systems, Inc.JEFFERIES FINANCE LLC

    securitization

  4. ? · recorded 2012-02-16 · reel 027727/0144 · Security Agreement

    Blue Coat Systems, Inc.JEFFERIES FINANCE LLC

    securitization

  5. ? · recorded 2012-10-16 · Release

    Jefferies Finance LLC, as Collateral AgentBlue Coat Systems, Inc.

    securitization

  6. ? · recorded 2013-07-03 · reel 030740/0181 · Security Agreement

    Blue Coat Systems, Inc.Jefferies Finance LLC, as Collateral Agent

    securitization

  7. ? · recorded 2015-05-22 · Security Agreement

    Blue Coat Systems, Inc.Jefferies Finance LLC, as the Collateral Agent

    securitization

  8. ? · recorded 2015-05-29 · Release

    JEFFERIES FINANCE LLCBlue Coat Systems, Inc.

    securitization

  9. ? · recorded 2015-05-29 · Release

    JEFFERIES FINANCE LLCBlue Coat Systems, Inc.

    securitization

  10. ? · recorded 2016-08-01 · Release

    JEFFERIES FINANCE LLCBlue Coat Systems, Inc.

    acquisition

  11. ? · recorded 2016-08-27 · Assignment

    Blue Coat Systems, Inc.SYMANTEC CORPORATION

    acquisition

  12. ? · recorded 2019-11-21 · Assignment

    SYMANTEC CORPORATIONCA, Inc.

    internal reorg

Assignment history

Inventors, original assignee, and the chain of ownership recorded with the USPTO — including the correspondent attorney who recorded each assignment, since shell-LLC chains often share one repeat-player attorney even when the entity names look unrelated. Surfaces NPE / patent-troll patterns: shell-entity transfers, known asserters in the chain, repeat correspondent fingerprints, pre-litigation assignments, and bankruptcy fire-sales.

✓ Generated

I'll search for the actual USPTO assignment records with reel/frame numbers for this patent.

Let me target the specific recorded assignments for this patent's chain.

Let me try to pull the specific reel/frame records and the correspondent of record.

I hit my search-step limit before I could pull the USPTO Assignment Center reel/frame detail directly. So before the sections, one critical data-quality flag: the authoritative Google Patents text (which mirrors the USPTO assignment-record dates and conveyance types) lists the reassignment events but does not expose most reel/frame numbers or the correspondent of record. I will not invent those. I recovered three reel/frame references that are embedded verbatim in the release descriptions, and I reproduce only those. Everything else is date + conveyance + parties as recorded.


Inventors

Inventor Residence (as listed) Employer at filing
Mark Hill Los Gatos, CA Packeteer, Inc. (Cupertino, CA) — inferred from assignee + residence geography
Guy Riddle Los Gatos, CA Packeteer, Inc. (Cupertino, CA) — inferred
Robert E. Purvy San Jose, CA Packeteer, Inc. (Cupertino, CA) — inferred

Pattern note: All three reside within commuting distance of Packeteer's Cupertino HQ, and Guy Riddle is a named inventor on numerous other Packeteer/Blue Coat applications (e.g., US 7,096,245-type family and US 8,489,720 assigned to Blue Coat Systems). That is consistent with a captive R&D team, not a group of independent inventors.

Insufficient data to assert the "all inventors departed within 12 months" fire-sale precursor. I found no employment-agreement, departure, or inventor-assignment documentation for these three, and I will not infer departures from the fact that the patent subsequently changed hands. If you want that signal tested, the source is the inventors' subsequent patent filings (a clean proxy for continued employment) cross-referenced against Packeteer/Blue Coat personnel records.


Original assignee

Packeteer, Inc. — named on the face of the issued patent (Google Patents, original assignee field).

  • Primary line of business: WAN application-traffic-management and bandwidth-optimization appliances (PacketShaper, PolicyCenter). Founded 1996 by Robert Packer, Brett Galloway, and Bob Luxenberg; NASDAQ-listed; Cupertino, CA; "at least 40 patents" for network-optimization methods.
  • Did they ship a product embodying the claims? Yes — the specification's own detection heuristics (HTTP-tunnel detection, suspicion scoring, per-user partitions) describe the PacketShaper/PolicyCenter feature set. Suspicion scoring and the "SuspiciousUsers" traffic class are described as features of the device's administrator interface, i.e., a shipped product, not a paper patent.
  • Current status: Acquired, not dissolved. Packeteer announced the deal April 21, 2008 and was acquired by Blue Coat Systems on June 9, 2008. The brand/entity subsequently passed through Symantec to CA, Inc./Broadcom (see timeline).

Source: https://patents.google.com/patent/[US7296288](/patent/US7296288)/en ; https://en.wikipedia.org/wiki/Packeteer


Assignment timeline

Reel/frame caveat: For 9 of the 12 events below, the retrieved source gives no reel/frame. The three reel/frame numbers shown are those quoted literally inside the USPTO release descriptions as rendered on the Google Patents legal-events list. Correspondent of record was not exposed for any event — I cannot populate that field without a direct Assignment Center query, and I will not guess it.

2002-11-15 (recorded/executed) — Reel [not retrieved]/‒

  • Conveyance: Assignment of Assignors' Interest (original → Packeteer)
  • Assignor: Robert E. Purvy; Mark Hill; Guy Riddle (individually)
  • Assignee: Packeteer, Inc.
  • Correspondent: not retrieved — flag: this is the same filing date as the application; consistent with standard employee "assignment of invention" paperwork, not a third-party transfer.
  • Context: Original employment assignment to the operating company.

2011-12-01 — Reel [not retrieved]/‒

  • Conveyance: Assignment of Assignors' Interest
  • Assignor: Packeteer, Inc.
  • Assignee: Blue Coat Systems, Inc.
  • Correspondent: not retrieved.
  • Context: Acquisition. ⚠️ Discrepancy to flag: Blue Coat's purchase of Packeteer closed June 9, 2008, yet this assignment is recorded as 2011-12-01 — a ~3.5-year lag. This is either (a) a corrective/confirmatory assignment recorded late, or (b) the Google Patents "legal events" date reflecting recording rather than execution. I cannot resolve which from the retrieved text; the Assignment Center original document (execution date vs. recording date) would settle it.

2012-02-16 — Reel 027727/0178 (inferred) / ‒

  • Conveyance: First Lien Patent Security Agreement
  • Assignor: Blue Coat Systems, Inc.
  • Assignee: Jefferies Finance LLC
  • Correspondent: not retrieved.
  • Context: Securitization — collateral grant under a secured credit facility. Reel 027727/0178 is the number later cited in the 2012-10-16 release, so this is the most likely home of the first-lien record; flagged as an inference, not a confirmed match.

2012-02-16 — Reel 027727/0144 (inferred) / ‒

  • Conveyance: Second Lien Patent Security Agreement
  • Assignor: Blue Coat Systems, Inc.
  • Assignee: Jefferies Finance LLC
  • Correspondent: not retrieved.
  • Context: Securitization — second-lien collateral grant. Same inference basis as above: reel 027727/0144 is cited in a 2015-05-29 release.

2012-10-16 — Reel [not retrieved]/‒

  • Conveyance: Release of Security Interest (collateral recorded at R/F 027727/0178)
  • Assignor: Jefferies Finance LLC, as Collateral Agent
  • Assignee: Blue Coat Systems, Inc.
  • Correspondent: not retrieved.
  • Context: Release of the first-lien collateral — consistent with refinancing.

2013-07-03 — Reel 030740/0181 (inferred) / ‒

  • Conveyance: Second Lien Patent Security Agreement
  • Assignor: Blue Coat Systems, Inc.
  • Assignee: Jefferies Finance LLC, as Collateral Agent
  • Correspondent: not retrieved.
  • Context: Securitization (replacement/additional second-lien grant). Reel 030740/0181 is cited in the 2015-05-29 release.

2015-05-22 — Reel [not retrieved]/‒

  • Conveyance: Security Interest (see document for details)
  • Assignor: Blue Coat Systems, Inc.
  • Assignee: Jefferies Finance LLC, as the Collateral Agent
  • Correspondent: not retrieved.
  • Context: Securitization — further collateral grant.

2015-05-29 — Reel [not retrieved]/‒

  • Conveyance: Release of Security Interest (collateral at R/F 030740/0181)
  • Assignor: Jefferies Finance LLC
  • Assignee: Blue Coat Systems, Inc.
  • Correspondent: not retrieved.
  • Context: Release — matches the 2013-07-03 second-lien grant.

2015-05-29 — Reel [not retrieved]/‒

  • Conveyance: Release of Security Interest (collateral at R/F 027727/0144)
  • Assignor: Jefferies Finance LLC
  • Assignee: Blue Coat Systems, Inc.
  • Correspondent: not retrieved.
  • Context: Release — matches the 2012-02-16 second-lien grant.

2016-08-01 — Reel [not retrieved]/‒

  • Conveyance: Release by Secured Party (see document for details)
  • Assignor: Jefferies Finance LLC
  • Assignee: Blue Coat Systems, Inc.
  • Correspondent: not retrieved.
  • Context: Final collateral release; same-day as the Symantec acquisition of Blue Coat closing (Aug 1, 2016) — likely a payoff/termination condition of the sale.

2016-08-27 — Reel [not retrieved]/‒

  • Conveyance: Assignment of Assignors' Interest
  • Assignor: Blue Coat Systems, Inc.
  • Assignee: Symantec Corporation
  • Correspondent: not retrieved.
  • Context: Acquisition — Symantec's ~$4.65B purchase of Blue Coat (announced June 12, 2016).

2019-11-21 — Reel [not retrieved]/‒

  • Conveyance: Assignment of Assignor's Interest
  • Assignor: Symantec Corporation
  • Assignee: CA, Inc.
  • Correspondent: not retrieved.
  • Context: Carve-out / internal reorg. This aligns with Broadcom's acquisition of Symantec's Enterprise Security business (closed Nov 4, 2019) and Broadcom's earlier acquisition of CA Technologies/CA, Inc. (closed Nov 5, 2018); the Symantec Enterprise assets (which include the former Blue Coat portfolio) were parked in the CA legal entity.

No Assignment Center records? Not the case — there are 12 recorded events above. Nothing here suggests a missing link in the chain; the chain is complete from inventor to CA, Inc.


Timeline diagram

timeline
    title Ownership of US 7296288
    2002 : Filed by Hill Riddle Purvy
         : Assigned to Packeteer Inc
    2011 : Assigned to Blue Coat Systems Inc
    2012 : First lien to Jefferies Finance
         : Second lien to Jefferies Finance
         : Release of first lien
    2013 : Second lien to Jefferies Finance
    2015 : Security interest to Jefferies
         : Releases of security interests
    2016 : Release by secured party
         : Assigned to Symantec Corporation
    2019 : Assigned to CA Inc

NPE / troll-pattern signals

1. Shell-entity transfer — NOT PRESENT.
Every assignee across the entire chain is an operating corporation: Packeteer, Inc. → Blue Coat Systems, Inc. → Symantec Corporation → CA, Inc. No "IP / Licensing / Holdings / Ventures" entity appears on any of the 12 events (2002-11-15 → 2019-11-21). The only LLC-style counterparties are Jefferies Finance LLC, a commercial lender, and those are security interests, not ownership transfers (e.g., release at reel 027727/0178).

2. Known asserter in the chain — NOT PRESENT.
None of Packeteer, Blue Coat Systems, Symantec, or CA, Inc. appears on the asserter lists named in the task (Acacia, Marathon, IV, IPNav, Wi-LAN, Conversant/Mosaid, Vringo, Pendrell, Innovatio, MPHJ, Lumen View, Round Rock, Document Generation Corp, Spangenberg entities). All four are/were operating companies. Corroborating negative: the prior Litigation section found no assertion naming '288, and RPX/Unified caselists surfaced nothing for this number.

3. Repeat correspondent across the chain — UNCLEAR / not retrievable.
The retrieved source does not expose the correspondent of record for any of the 12 events, so I cannot test recurrence. One caution to avoid a false positive: an attorney name I did encounter in search results — Mark J. Spolyar (Reg. 42,164), Law Offices of Mark Spolyar — appears on a 37 CFR 3.73(b) statement for a different Packeteer patent (App. 09/479,356). That is not evidence he filed anything for '288, and I am explicitly not attributing it here. Flagging recurrence for '288 requires the Assignment Center correspondent field, which I could not retrieve.

4. Cascading transfers — NOT PRESENT.
Transfers are spaced over ~17 years (2002 → 2019) and each is an M&A event or a financing action, not a rapid chain of LLCs. No two consecutive ownership transfers occur within 24 months through chained LLCs; the only same-day pairs (2012-02-16; 2015-05-29) are lien grants/releases to the same lender.

5. Pre-litigation transfer — NOT PRESENT (no predicate litigation).
No infringement suit naming US 7,296,288 was found (consistent with the prior Litigation section). With no assertion date, there is no 6-month pre-suit transfer to analyze. The nearest "transfer preceding an event" is 2016-08-27 → Symantec, which follows the Aug 1, 2016 acquisition closing and is unconnected to any suit.

6. Bankruptcy fire-sale — NOT PRESENT.
Packeteer was acquired by Blue Coat (closed June 9, 2008), not liquidated in a Chapter 7/11 estate sale; Symantec's transfer of the assets to CA, Inc. tracks Broadcom's corporate acquisition of Symantec's Enterprise Security business, again not a bankruptcy sale. I found no bankruptcy proceeding in the chain.

7. Privateering — NOT PRESENT.
No event transfers the patent to an NPE asserting on an operating company's behalf. The asset moved entirely inside successive acquirers' operating portfolios (Blue Coat → Symantec → CA/Broadcom).

8. Defensive aggregator (anti-NPE) — NOT PRESENT.
The chain does not terminate at RPX, AST, LOT Network, Unified Patents, or OIN. It terminates at CA, Inc., a Broadcom operating subsidiary.


Verdict

Defensive / non-asserting.

Justification: The ownership chain is complete (12 recorded events, 2002-11-15 to 2019-11-21) and never leaves operating companies — Packeteer → Blue Coat (2011-12-01, per recorded assignment) → Symantec (2016-08-27) → CA, Inc. (2019-11-21) — with every interim event a security interest or release (Jefferies Finance LLC, e.g., releases at reels 027727/0178 and 030740/0181). None of the eight NPE signals is present, no litigation naming the patent was found, and the patent has since expired (adjusted expiration 2025-01-11), so it is commercially neutralized.

Definitional caveat (stated rather than hidden): the strict wording of this verdict is "chain terminates at a defensive aggregator," which is not literally the case here — it terminates at an operating company. I select it because it is the only category that accurately conveys the operative finding (a non-asserting operating-company portfolio with zero NPE indicators), and I flag that "Insufficient data" would understate a chain I could fully reconstruct while "NPE" would contradict every evidentiary signal.

Verification link: https://assignmentcenter.uspto.gov/  ·  https://patents.google.com/patent/US7296288/en

Two open items to close with a direct Assignment Center query (I could not complete them before my search limit): (a) reel/frame and correspondent of record for all 12 events — needed to test signal #3 properly; and (b) the execution-vs-recording date behind the 2011-12-01 Packeteer→Blue Coat record, to resolve the 3.5-year lag against the June 9, 2008 acquisition close.

Generated 9/30/2026, 5:52:46 AM

Prior art

Earlier patents, publications, and products that may anticipate or render the claims unpatentable.

✓ Generated

I'll search for the patent's front-page references and claim text before analyzing prior art.

Let me try to surface the patent's front-page reference list directly.

I have the specification and citation context, but not the patent's front-page "References Cited" list. Let me try to surface it directly.

Preliminary note on search integrity

I ran the searches you specified against USPTO/PTAB sources, Google Patents, Justia, and PTAB petition documents using the literal identifier 7296288 / US7296288B1. Two things must be stated up front, because they bound everything below:

  1. I could not retrieve the patent's front-page "References Cited" (U.S. Patent Documents) list. My queries surfaced the specification, the cross-reference block, the abstract, and forward citations, but not the examiner/applicant-cited prior-art list printed on the face of US 7,296,288. I will not invent that list.
  2. I could not retrieve the issued claim set of US 7,296,288. So any § 102 mapping below is necessarily provisional and keyed to the claim subject matter described in the specification, not to verified claim language.

Numbers I deliberately did NOT treat as this patent (per your "do not return results for similar numbers" instruction): 6,730,288; 6,936,288; 10,284,526 and 11,792,220 (which merely cite '288); and the numerous documents in which "the '628 patent" is shorthand for different patents — e.g., an e‑cigarette patent (IPR exhibits), and the vehicle-video-recorder '628 of Toyota Motor Corp. v. Intellectual Ventures II (IPR2022‑00709). Those are not US 7,296,288.


1. USPTO record verification for US 7,296,288

Field Value
Patent US 7,296,288 B1
Title Methods, apparatuses, and systems allowing for bandwidth management schemes responsive to utilization characteristics associated with individual users
Application 10/295,391, filed 2002‑11‑15
Inventors Mark Hill; Guy Riddle; Robert E. Purvy
Original assignee Packeteer, Inc. (Cupertino, CA)
Grant date 2007‑11‑13
Class G06F 21/00 (as listed); current CPC H04L41/0896, H04L43/0876, 43/0882, 43/16, H04L63/1408, H04L41/0213
Status Expired – Lifetime; adjusted expiration 2025‑01‑11

Statutory framework that governs the § 102 analysis: filed 2002‑11‑15, this is a pre‑AIA patent. The controlling provision is pre‑AIA 35 U.S.C. § 102, with the critical "more than one year" date of § 102(b) being on/about 2001‑11‑15.

Direct source: https://patents.google.com/patent/US7296288/en · facsimile: https://patentimages.storage.googleapis.com/60/8a/59/cecc526968bad8/US7296288B1.pdf


2. The references I could verify for '288, in three distinct categories

It is important not to conflate these, because they carry different § 102 weight:

  • Category A — prior art cited by the applicants in the Background (the closest thing to "patent citations" I could verify).
  • Category B — the cross-reference block: commonly‑owned Packeteer applications/patents incorporated by reference (these are part of '288's own disclosure; see § 102 discussion below).
  • Category C — forward citations ("Cited By"): later patents that cite '288. These are not prior art to '288 at all.

Category A — Patents cited as prior art in the '288 specification

The specification (and the corresponding PTAB exhibit copy of the patent, petition ID 1547380 at ptacts.uspto.gov) expressly identifies these three as prior art:

Citation Filed / Granted Brief description Pre‑AIA § 102 basis Potential anticipation of '288 claims (provisional)
U.S. Pat. No. 6,038,216 (Packer), "Method for Explicit Data Rate Control in a Packet Communication Environment without Data Rate Supervision" (app. 08/742,994) Filed 1996‑11‑01; granted 2000‑03‑14 Explicitly moderates the sender's transmission rate to control inbound traffic "just‑in‑time," avoiding dropped-packet inefficiency. This is the rate‑control backbone of the '288 flow‑control module. § 102(b) — patented > 1 yr before 2001‑11‑15; different inventive entity ("by another") Would be relevant only to any claim reciting the manner of rate enforcement (per‑flow rate policy). It does not disclose a per‑user suspicion score, suspicion adjustment, or user‑based re‑classification — the core of the invention. No anticipation of the suspicion-based claims expected.
U.S. Pat. No. 6,412,000 (Riddle & Packer), "Method for Automatically Classifying Traffic in a Packet Communications Network" (app. 09/198,090) Filed 1998‑11‑23 (prov. 60/066,864, 1997‑11‑25); granted 2002‑06‑25 Automatic classification of packet flows into traffic classes using information from multiple OSI layers; maps flows to classes and policies. Directly underlies the '288 traffic classification engine. § 102(e) — granted on an application by another filed before '288's filing (not § 102(b), since granted < 1 yr before 2001‑11‑15) Potentially relevant to any claim reciting classification of a flow into a traffic class and application of a corresponding policy. It does not disclose suspicion scoring responsive to evasion detection, nor dynamic entry into a "SuspiciousUsers"-type class based on a score. Anticipation of the independent suspicion claims: not expected; it would more plausibly be § 103 material. Note: Riddle '000 has in fact been relied on as pre‑AIA § 102(e) art in PTAB proceedings (see § 4 below).
U.S. Pat. No. 6,046,980 (Packer), "System for Managing Flow Bandwidth Utilization at Network, Transport and Application Layers in Store and Forward Network" (app. 09/977,642 per the '288 text) Granted 2000‑04‑04 Application‑layer (L2–L7) bandwidth utilization control for flows in a store‑and‑forward network. § 102(b) Relevant only to claim elements reciting multi‑layer flow inspection and application‑layer bandwidth control. Silent on per‑user suspicion levels. No anticipation of the suspicion claims expected.

Flagged inconsistency (not auto‑corrected): the '288 specification recites "Ser. No. 09/977,642 now U.S. Pat. No. 6,046,980." Application 09/977,642 was filed 2001‑10‑15 — i.e., after the 2000‑04‑04 grant of 6,046,980. The identifier is reproduced literally here; I make no correction, but the pairing appears internally inconsistent in the patent text itself.

Category B — Commonly owned applications/patents incorporated by reference (the CROSS‑REFERENCE block)

These appear in the patent's CROSS‑REFERENCE TO RELATED APPLICATIONS section. They are incorporated by reference, not "References Cited." Reproduced by their literal identifiers:

Identifier (as printed) Title (as printed) Status/significance for '288
08/762,828 → 5,802,106 (Packer) Method for Rapid Data Rate Detection in a Packet Communication Environment Without Data Rate Supervision Issued 1998‑09‑01; § 102(b)‑eligible, but directed to rate detection — peripheral.
08/970,693 → 6,018,516 (Packer) Method for Minimizing Unneeded Retransmission of Packets… Issued 2000‑01‑25; § 102(b)‑eligible; peripheral (retransmission).
08/742,994 → 6,038,216 (Packer) Explicit Data Rate Control… (dup of Category A).
6,115,357 (Packer & Galloway) Method for Pacing Data Flow in a Packet‑based Network Issued 2000‑09‑05; pacing/rate control only.
6,205,120 (Packer & Riddle) Method for Transparently Determining and Setting an Optimal Minimum Required TCP Window Size Issued 2001‑03‑20; TCP window sizing — not on point for suspicion.
6,285,658 (Packer) System for Managing Flow Bandwidth Utilization… Issued 2001‑09‑04; L2–L7 bandwidth management.
6,412,000 (Riddle & Packer) Method for Automatically Classifying Traffic… (dup of Category A).
09/198,051 (Riddle) Method for Automatically Determining a Traffic Policy… Default‑policy assignment for a class.
09/206,772 → 6,456,360 (Packer, Galloway, Thi) Method for Data Rate Control for Heterogeneous or Peer Internetworking Most relevant of the rate‑control family to claims about controlling peer traffic; granted 2002‑09‑24, § 102(e)‑eligible.
09/885,750 (Hankins & Galloway) System and Method For Dynamically Controlling a Rogue Application Through Incremental Bandwidth Restrictions Highly relevant thematically. The '288 spec expressly leans on this for "incremental bandwidth restrictions" applied to unruly/rogue applications. If the '288 claims recite progressively tightening bandwidth limits on a suspect flow, this is the closest family reference.
09/966,538 (Riddle) Dynamic Partitioning of Network Resources Partition mechanics relied upon for the "SuspiciousUsers" partition.
10/039,992 (Quinn & Laier) Method and Apparatus for Fast Lookup of Related Classification Entities in a Tree‑Ordered Classification Hierarchy Supports the hierarchical tree used to place "SuspiciousUsers" early in the search order (Figs. 4A/4B).
10/015,826 (Riddle) Dynamic Tunnel Probing in a Communications Network Most relevant thematically to the tunnel‑detection feature. The '288 spec's central problem is HTTP proxy tunnels; this reference concerns tunnel probing.
10/108,085 (Lai, Okholm, Quinn) Output Scheduling Data Structure Facilitating Hierarchical Network Resource Allocation Scheme Partition/queue implementation.
10/155,936 → 6,591,299 (Riddle, Packer, Hill) Method for Automatically Classifying Traffic with Enhanced Hierarchy… Filed 2002‑05‑22 (before '288's filing); granted 2003‑07‑08. Also appears as 6,591,299 in later Packeteer cross‑reference blocks.
10/177,518 (Riddle) Methods, Apparatuses and Systems Allowing for Progressive Network Resource Utilization Control Scheme § 102(e)‑eligible; relevant to any claim reciting progressively escalating restrictions on a user's flows.
10/178,617 (Purvy) Methods, Apparatuses and Systems Facilitating Analysis of Network Device Performance Measurement/analysis of the device.

Critical § 102 point about Category B: these are commonly owned (Packeteer) and incorporated by reference. Because they are part of '288's own specification, they cannot function as anticipatory prior art against '288 in the ordinary sense. And where a reference is § 102(e)/(f)/(g) art that was commonly owned at the time of invention, pre‑AIA § 103(c) disqualifies it for obviousness purposes as well. I state this because it materially narrows the field of "real" prior art against '288 — which is precisely why the front‑page references‑cited list matters, and why its absence is significant.

Category C — Forward citations ("Cited By") — NOT prior art to '288

These are later documents citing '288 (a signal of technical relevance, not invalidity exposure). Representative items surfaced: US 2004/0098511 A1 (Lin, packet routing to processes); US 2004/0114518 A1 (Macfaden, "Adaptive classification of network traffic"); US 2004/0148520 A1 (Talpade, mitigating DoS attacks); US 2004/0193943 A1 (Angelino, multiparameter network fault detection); US 2004/0199629 A1 (IBM, TCP tunnel debugging utility); US 2004/0205360 A1 (Norton, intrusion detection); US 2004/0250124 A1 (Vsecure, dynamic network protection); EP 1484884 A2 (Microsoft, multi‑layered firewall architecture); US 7,584,352 B2 (IBM, protection against DoS attacks); US 7,913,303 B1 (IBM, dynamically protecting a computer system); US 7,852,767 B2 (Velocix, routing in a network); US 8,331,234 B1 / US 8,848,528 B1 (Q1 Labs / IBM, network data flow collection and processing); US 8,796,361 B1 (Blue Coat, traffic synchronization); US 8,806,189 B2 (ETRI, traffic analysis); US 8,971,196 B2 / US 9,036,493 B2 and US 2013/0070622, 2013/0070621, 2013/0067034 (Riverbed, distributed traffic data collection); US 9,397,944 B1 (Teradici, dynamic communication scheduling); US 2008/0162639 A1 (P2P application service identification).

Several of these — Macfaden's "Adaptive classification of network traffic," the DoS‑mitigation filings, and the P2P‑identification filing — are the semantically closest to '288's subject matter, but again they are after‑arising and therefore irrelevant to § 102 against '288.


3. Provisional § 102 assessment (bounded by the missing claim text)

Because the issued claims are unavailable to me, this is a subject‑matter mapping, not a claim chart:

Claim subject matter (per spec/abstract; unverified as claim language) Closest verified reference(s) § 102 subsection Realistic anticipation?
Maintaining a suspicion score/level per individual user; adjusting it on detection of suspicious activity None found among the references I verified. — No — this appears to be the point of novelty; the Category A/B references are rate‑control/classification art.
Classifying a user's flows into a "SuspiciousUsers" class upon crossing a threshold, with the class placed early in the classification hierarchy 6,412,000 (classification); 10/039,992 (tree lookup) § 102(e) Only if a claim were drafted purely as "classify flow → apply policy." Otherwise no.
Applying bandwidth utilization controls (partition/cap/low priority) to suspicious users' flows 6,038,216; 10/108,085; 09/966,538; 09/885,750 § 102(b)/(e) No anticipation of the suspicion‑driven selection; potentially § 103 material.
Detecting proxy‑tunnel / evasion behavior 10/015,826 (Dynamic Tunnel Probing) § 102(e) (commonly owned) Thematically closest, but not anticipatory given common ownership/incorporation by reference.
Applying more rigorous classification rules to suspect users' flows 10/155,936 (enhanced hierarchy) § 102(e) Not anticipatory.
Management of suspicion scoring objects (instantiate/pickle/un‑pickle, Fig. 5) None found. — No.

Bottom line: On the references I was able to verify, I cannot identify a reference that anticipates the independent claims of US 7,296,288. The verified references are either (a) rate‑control/classification art that lacks suspicion scoring entirely, or (b) commonly owned, incorporated‑by‑reference Packeteer material that is legally unavailable as anticipatory art. The genuinely adversarial prior art — if any — would be the non‑family references printed in the front‑page "References Cited" block, which I could not retrieve.


4. Grounded corroboration that the family art is used as § 102(e) art elsewhere

Independent PTAB records I retrieved show how this Packeteer family is treated as prior art generally:

  • In an IPR petition concerning U.S. Pat. 6,651,099 (IPR2020‑00485), Petitioner argued that U.S. Pat. No. 6,412,000 (Riddle) qualifies under pre‑AIA § 102(e) based on its 1998‑11‑23 filing and its priority to provisional 60/066,864 filed 1997‑11‑25 (Dynamic Drinkware, 800 F.3d 1375). The petition notes the USPTO did not consider Riddle during prosecution of the challenged patent. (Docket Alarm / PTAB Ex. 1006.)
  • In IPR2021‑01521, Palo Alto Networks v. Centripetal Networks, exhibits 1002/2025/2026 and in IPR2021‑01152 (Ex. 1002), the string "7296288" appears inside a Petitioner's list of cited patents — i.e., '288 cited as prior art in a proceeding about a different patent, not '288 being asserted.

Conclusion on litigation/PTAB posture for '288 itself: I found no IPR/PGR/CBM, district-court, ITC, or CAFC proceeding in which US 7,296,288 is the patent‑in‑suit. This is consistent with the earlier litigation section, and I flag no contradiction. A copy of the '288 patent does appear as an exhibit to PTAB petition 1547380, which indicates the document was filed in some PTAB matter, but I could not confirm the case caption and therefore assert none.


5. What is still missing, and exactly how to close it

To convert the above into a real § 102 claim chart, the following are required and were not obtainable in my searches:

  1. The front‑page "References Cited / U.S. Patent Documents" list of US 7,296,288. Definitive sources: USPTO Patent Public Search (Advanced, PN/7296288), USPTO PatentCenter for application 10/295,391, or the "Patent History"/"References Cited" panel on the Google Patents page.
  2. The issued claim set (all claims, with dependencies). Same sources; or the facsimile PDF at https://patentimages.storage.googleapis.com/60/8a/59/cecc526968bad8/US7296288B1.pdf.
  3. The examiner's Notice of Allowance / reasons for allowance and any 892 forms in the file wrapper for 10/295,391 — these will show which references were actually applied and which claims were allowed over them.

I have not fabricated any reference number, date, claim number, or citation. Where the record was incomplete, I have said so explicitly rather than filling the gap.

Generated 9/30/2026, 5:52:45 AM

Obviousness

Combinations of prior art that suggest the claimed invention would have been obvious under 35 U.S.C. § 103.

✓ Generated

I'll build on the prior sections (which flagged that the claim text was not available) and now focus on the § 103 obviousness analysis. First, let me try to retrieve the actual claims and identify prior art.

I now have the actual claim set (retrieved from the patent PDF and RPX). Let me verify key prior-art reference dates and the front-page citations before building the § 103 grounds.

I now have the missing piece the earlier sections flagged: the issued claim text. Below is the § 103 analysis, building on (not repeating) the prior sections.


Obviousness Analysis — US 7,296,288 under 35 U.S.C. § 103

0. Correction to the previously generated sections (flagged)

The earlier Executive Summary stated I "do not have the issued claim text for US 7,296,288" and could only infer the independent claims. That is now resolved. I retrieved the claim set verbatim from the patent PDF (patentimages.storage.googleapis.com/.../US7296288B1.pdf) and confirmed it against RPX Insight (insight.rpxcorp.com/patent/US7296288B1). Claims 1, 9, 10, 11 and portions of 23–24 are reproduced below. The prior sections' inference (a method claim, an apparatus claim, and a scoring-object process) was partly right: claim 1 is the method, claim 9 is the apparatus; there also appears to be a third independent claim group beginning around claim 23. No contradiction with the no-litigation finding — the PTAB matters surfaced (IPR2021‑00909, IPR2021‑01152, etc.) concern other patents ('593, '790); '288 appears in them only as a cited reference, not as the patent-in-suit.


1. The claims (verbatim, as retrieved)

Claim 1 (method — independent):

"1. A method allowing for bandwidth management schemes responsive to utilization characteristics associated with individual users, the method comprising monitoring, at a network device, data flows relative to at least one user for indications of suspicious activity directed to evading classification of network traffic associated with the at least one user by a network traffic classification device; maintaining a suspicion level for the at least one user based on detected indications of suspicious activity, wherein the detected indications of suspicious activity comprise a user connecting to a tunnel proxy resource operative to encrypt data flows corresponding to the user; and applying bandwidth utilization controls to the data flows associated with the at least one user based on the respective suspicion level."

Claim 9 (apparatus — independent): a suspicion scoring module operative to monitor data flows relative to a user for indications of suspicious activity directed to evading classification, and to generate a suspicion level — "wherein the detected indications of suspicious activity comprise a user connecting to a tunnel proxy resource operative to encrypt data flows corresponding to the user" — plus a bandwidth utilization control module operative to apply bandwidth utilization controls based at least in part on the suspicion levels.

Claim 10 (dep.): the bandwidth-utilization-control module comprises a packet processor (construct control block objects; associate packets), a traffic classification database (identify traffic classes; associate controls), and a flow control module (enforce controls).

Claim 11 (dep.): the suspicion scoring module executes in the packet processing path to collect raw data; and processes the collected raw data in a separate process to generate suspicion levels.

Dependents on claim 1: claim 2 (decay rate applied to suspicion level absent suspicious activity over N periods); claim 3 (irregular data flow patterns); claim 4 (connecting to a peer-to-peer resource); claim 5 (threshold number of connections to a host); claim 6 (host is a server); claim 7 (suspicion level expressed as a score); claim 8 (collect raw data; process in a separate process).

Claims ~23–24 (text partially retrieved, appears to be a further independent/chain): "…applying a heightened level of scrutiny to data flows associated with users having a suspicion level beyond a threshold suspicion level" and "…maintaining a suspicion level for the at least one user based on detected indications of suspicious activity." I do not have the full text of claims 12–25; treat claims 12–22 and 24–25 as not analyzed here.

Critical element to keep in view. Claims 1 and 9 require that the detected suspicious activity "comprise a user connecting to a tunnel proxy resource operative to encrypt data flows." This is far narrower than generic "suspicious activity." Any § 103 ground must supply an encrypted tunnel/proxy teaching, or it cannot reach the claims as written (see § 5).


2. Person of ordinary skill in the art (POSITA)

A POSITA here is a network engineer with ~2–4 years of experience (or equivalent) in packet‑switched WAN traffic management: TCP/IP, TCP flow control, flow classification at OSI layers 2–7, bandwidth partitions/policies, and network security/evasion techniques. This is the ordinary-artisan level applied to this family in the parallel PTAB proceedings involving Yung/Copeland (e.g., IPR2021‑00909). The field is confirmed by the Google Patents "Prior art keywords" on this page: traffic, suspicion, user, data flows, users.


3. Prior art on this page, with dates and § 102 basis

Ref What it discloses Date / status § 102 basis vs. '288 (priority 2002‑11‑15)
U.S. 6,412,000 (Riddle & Packer, Automatically Classifying Traffic) [cross‑ref] Automatic traffic classification into classes; policy assignment; classification hierarchy; the "network traffic classification device" Filed 09/198,090 (1998); issued 2002‑06‑25 § 102(a)/(b) — patented publication
U.S. 6,046,980 / 6,285,658 (Packer, Managing Flow Bandwidth Utilization at Network, Transport and Application Layers) [cross‑ref] Packet processor; control‑block objects; layer 2–7 attributes; flow control module enforcing bandwidth controls Issued 2000 / 2001 § 102(a)/(b)
U.S. 6,038,216 (Packer, Explicit Data Rate Control) [cross‑ref] Per‑flow rate policies; explicit data‑rate control Issued 2000‑03‑14 § 102(a)/(b)
U.S. 7,185,368 (Copeland, Flow‑Based Detection of Network Intrusions) Per‑flow/per‑host "concern index" accrued from behavioral statistics of flows that appear suspicious; comparison to thresholds; dropping packets/applying controls based on the index; aging of the index Issued 2007‑02‑27; filing date not confirmed in my searches § 102(e) only if its filing predates 2002‑11‑15 — verify
U.S. app. 10/015,826 (Riddle, Dynamic Tunnel Probing in a Communications Network) [cross‑ref] Detecting/handling communications tunnels — most on‑point for the "tunnel proxy" element Filed 2001‑12‑17 § 102(e) only
U.S. app. 09/885,750 (Hankins & Galloway, Dynamically Controlling a Rogue Application Through Incremental Bandwidth Restrictions; issued as U.S. 7,720,980) Detects rogue/evasive applications (Napster; "morphing," port/address hopping) and applies incremental bandwidth restrictions Filed 2001‑06; issued 2010‑05‑04 § 102(e) only
U.S. app. 10/177,518 (Riddle, Progressive Network Resource Utilization Control Scheme) [cross‑ref] Progressive/escalating resource‑control policies Filed 2002‑06‑21 § 102(e) only
U.S. app. 10/178,617 (Purvy, Facilitating Analysis of Network Device Performance) [cross‑ref] Embedded runtime environment; pickling of objects to persist scores Filed 2002‑06‑24 § 102(e) only
U.S. 7,664,048 (Yung, Heuristic Behavior Pattern Matching…) Heuristic classification of encrypted/obscured flows Filed 2003‑11‑24 NOT prior art to '288 — post‑dates the 2002‑11‑15 priority date (see § 5)

4. Obviousness grounds

Ground 1 — 6,412,000 + 10/015,826 + Copeland ('368)

The strongest conceptual combination for independent claim 1.

  • 6,412,000 discloses the "network traffic classification device" and the monitoring/classification of data flows at a network device that the preamble and element [1.1] presuppose.
  • 10/015,826 (Dynamic Tunnel Probing) supplies the evasion‑detection teaching and, specifically, tunnel/proxy detection — mapping to [1.1] "indications of suspicious activity directed to evading classification" and to [1.2]'s "connecting to a tunnel proxy resource."
  • Copeland ('368) supplies the "maintaining a suspicion level for the user" element: its per‑host "concern index" is a running numeric suspicion value accrued from detected suspicious flow behavior and compared to thresholds — i.e., the claimed suspicion score (claim 7) — and Copeland applies controls (packet drops) based on it, mapping to [1.3].

Motivation to combine (KSR): all three are in the same field of network traffic/flow management; each addresses a recognized problem (classifying traffic, thwarting tunnels, flagging suspicious hosts). A POSITA seeking to defeat tunnel‑based classification evasion would predictably (i) classify flows, (ii) detect tunnels, and (iii) attach a per‑user score that drives the existing bandwidth controls — a combination of known elements with an expected, predictable result. The '288 specification itself treats classification (6,412,000), tunnels (10/015,826), and rogue‑app bandwidth restriction (09/885,750) as known building blocks.

Ground 2 — 09/885,750 (rogue‑app incremental restriction) + 10/015,826 + 6,412,000 (+ Copeland)

  • 09/885,750 discloses detecting rogue/evasive applications and applying (incremental) bandwidth restrictions in response — mapping directly to [1.3] and to claim 23's "heightened level of scrutiny" / progressive restriction.
  • Adding 10/015,826 (tunnel detection) and 6,412,000 (classification framework) reaches claim 1's elements; Copeland optionally supplies the per‑user score maintained over time (claim 2 aging).

Motivation: extending a proven "detect evasive app → restrict bandwidth" scheme from a flow/application basis to a per‑user score basis is a natural, predictable refinement — the very "responsive to utilization characteristics associated with individual users" framing in the title.

Ground 3 — Copeland ('368) + 6,046,980/6,285,658 (+ 6,038,216)

Best adapted to apparatus claim 9 and dependent claims 10–11.

  • Copeland supplies the suspicion scoring module (concern index per host/flow).
  • 6,046,980/6,285,658 supply, essentially verbatim, the claim 10 structure: packet processor constructing control block objects, a classification database, and a flow control module enforcing bandwidth controls — and a measurement engine (claim 11's raw‑data collection).
  • 6,038,216 supplies the rate‑policy enforcement of [1.3].

Motivation: a POSITA integrating an intrusion/abuse scoring mechanism into a device already having the packet‑processor/classification/flow‑control architecture would be doing no more than combining prior‑art elements according to their established functions.

Ground 4 — Dependent claims

Claim Suggested reference(s) + rationale
2 (decay rate) Copeland discloses aging of the concern index over time; alternatively 10/177,518 (progressive control).
3 (irregular patterns) Heuristic/behavioral pattern comparison — Copeland flow‑based detection; 10/155,936.
4 (peer‑to‑peer resource) 09/885,750 (Napster/rogue app); 6,412,000 (auto‑classification of P2P).
5/6 (threshold connections; server host) Copeland (concern accrued from connection/port behavior; Fig. 6 "TCP Stealth Port Scan"); 6,412,000.
7 (score) Copeland numeric concern index.
8 / 11 (raw data + separate process) 10/178,617 (embedded runtime/pickling off the packet path); measurement engine of 6,285,658.
10 (processor/db/flow‑control) 6,046,980 / 6,285,658 verbatim structure.
23 (heightened scrutiny) 09/885,750 + 10/177,518.

5. Two decisive caveats that cut against the § 103 case

(a) § 103(c) common‑ownership disqualification of the Packeteer § 102(e) references. The most on‑point references for the claim‑critical "tunnel proxy" element — 10/015,826, 09/885,750, 10/177,518, 10/178,617, 10/108,085, 10/155,936 — are Packeteer applications filed before '288 but qualifying as prior art only under § 102(e). Under pre‑AIA § 103(c) (as amended by the AIPA for § 102(e) art, in force for a 2002 filing), subject matter that qualifies as prior art only under § 102(e)/(f)/(g) and that was, at the time of invention, owned by or under an obligation of assignment to the same person (Packeteer) cannot be used in a § 103 obviousness rejection. Because '288 and these applications were commonly owned by Packeteer, they are removed from the § 103 combination — even though they remain usable as § 102 novelty art is not the point; they simply can't combine. By contrast, the issued Packeteer patents (6,412,000; 6,046,980; 6,285,658; 6,038,216) qualify under § 102(a)/(b) ("patented"), so § 103(c) does not exempt them. Net effect for claim 1: if the tunnel reference is disqualified, the claimed "tunnel proxy resource operative to encrypt" limitation is the hard part — I have not retrieved a third‑party or § 102(a)/(b) reference expressly disclosing encrypted‑tunnel/proxy detection, and I will not fabricate one. That element is therefore the most likely locus of non‑obviousness for claims 1 and 9 as written.

(b) Yung is NOT prior art to '288. US 7,664,048 (Yung) was filed 2003‑11‑24 — after '288's 2002‑11‑15 priority date. Despite sharing inventorship (Mark Hill) and assignee (Packeteer) and being the linchpin of the IPR2021‑00909 Yung/Copeland combination, it cannot be used against '288. Any analysis that imports the Yung+Copeland ground wholesale would be legally erroneous here. (Copeland alone survives only if its own filing predates 2002‑11‑15 — unverified; this must be checked before relying on Ground 1/3.)


6. Bottom line and confidence

  • Most of the claim structure is readily obvious over the Packeteer family alone: the classification device (6,412,000), the packet‑processor/classification‑db/flow‑control architecture (6,046,980 / 6,285,658, giving claim 10 nearly verbatim), rate‑control enforcement (6,038,216), and the per‑host suspicion score with threshold‑based control (Copeland '368, giving claims 1 [1.2], 2, 5, 7). Lower confidence: high for these elements.
  • The claim‑critical "tunnel proxy resource operative to encrypt" limitation is where the § 103 case weakens: the best reference for it (Packeteer 10/015,826, Dynamic Tunnel Probing) is a § 102(e)‑only, commonly owned reference likely disqualified by § 103(c). Confidence: low that a valid prima facie obviousness case on independent claims 1 and 9 can be made without either (i) a third‑party/§ 102(a)(b) encrypted‑tunnel reference I have not yet located, or (ii) surviving that § 103(c) challenge.
  • Yung ('048) must be excluded as prior art (post‑dates the priority date). Confidence: high.
  • Claims not analyzed: 12–22, 24–25 (text not retrieved).
  • Open verification items (would materially change the conclusion): (1) Copeland '368 filing/priority date; (2) the examiner's actual cited references on the '288 front page (not exposed in the retrieved text); (3) issue numbers/dates of the cross‑referenced Packeteer applications to confirm § 102(e) availability.

I have grounded every technical mapping in the retrieved specification/claims and in specific references; I have not invented any reference, date, or claim language.

Generated 9/30/2026, 5:53:12 AM

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