IVS Briefs
IVS / Edge AI Research Brief
Overall assessment
Signal level
High on two federal ALPR bills the same week (Ban Flock vs Stop Flock Abuse), Troy’s 72-hour felony-gated ordinance, Milwaukee County’s unanimous parks pull, and Flock’s 2026 standard-terms rewrite (Wausau).
Notable trends
- Congress now has a ban/grant-cutoff bill and a 10-day keep-and-audit bill on the table together.
- Cities that will not pull poles are legislating sub-week retain (Troy 72h; Flock default 7d; Hawley 10d).
- Parks and ROW are splitting from citywide ALPR estates (Milwaukee parks; Florida state roads already numbered).
- Flock’s 2026 paper is FY-gated; 2023 paper still has a November budget kill — quote the signed contract.
Gaps
No 48h VMS SKU (Crown/SEN Verkada visitor-management copy has no usable body; Verkada software roll is Oct 8 from a Sept 17 launch; SuperMicro Metropolis piece is a product-family feature, not a SKU). No new Hailo / DeepX / Qualcomm module. Alexandria map / Minneapolis resolution left as honorable — not padded as extra Flock pullouts. NEWS10 Troy is registration-walled; 6–0 / 72h from CBS 6 + WNYT, veto intent from NEWS10 snippet.
Mix counts
LPR 2 / VMS 0 / Edge 1 / Policy 4 / Lab 3. LPR+Policy city/contract = 6/10 = 60%.
Now vs On deck
Now 7 (items 1–5, 9–10) · On deck 3 (FlashBack, ASH, VEI).
Signals (10)
- 1
Key point
Rep. Alexandria Ocasio-Cortez and Sens. Bernie Sanders and Jeff Merkley released the Ban Flock Act. It would bar federal agencies from using ALPRs or accessing the data they collect, block federal grant money to state or local governments that use ALPRs or contract with ALPR vendors, and give Americans a private right of action against the federal government for ALPR violations. The release cites >120,000 Flock cameras and 20 billion monthly vehicle scans, federal immigration sharing, protest-related lookups, and stalking cases. It counts ≥56 municipalities that have deactivated, cancelled, or rejected Flock this year. Bill text is posted on the House site.
Why it matters
A grant-cutoff statute is a kill switch for Abbott-style and Byrne-style ALPR money. Bid non-ALPR video + on-prem retain in any room that lives on federal public-safety grants, and expect RFP language that asks vendors to certify they are not an “ALPR company.”
Source
Rep. Ocasio-Cortez - 2
Key point
Sen. Josh Hawley (R-Mo.) announced the Stop Flock Abuse Act after his Sept. 23 Flock hearing (CEOs declined). Guardrails: local governments cannot sell or share vehicle-location data with non-governmental third parties; every search needs written approval and a preserved audit log (who, why, who approved, what was viewed) with supervisor audits for repeat-person and junk-justification flags; data encrypted and never leaves the U.S.; agencies permanently delete driver data after 10 days except active criminal investigations; no foreign-adversary hardware/software; no facial recognition on ALPR networks. Flock told Hawley in writing that Congress should set a federal framework. Flock’s own default retain is already 7 days.
Why it matters
This is the keep-and-regulate federal path against the Ban Flock Act’s grant cutoff. Quote written approval + 7–10-day retain + US-only + no FR as the floor on every ALPR RFP until one of the bills moves.
Source
Sen. Hawley - 3
Key point
Council voted 6–0 for Local Law 3 (Councilwoman Noreen McKee). Data must be permanently deleted within 72 hours (down from 30 days), with evidence exceptions. Allowed uses: vehicles tied to outstanding felony warrants, missing persons, stolen vehicles, other felonies, uninsured/unregistered vehicles, city parking facilities, and secured city areas. WNYT: searches must be tied to a felony investigation; cameras stay. Police report back to council in 90 days. Mayor Carmella Mantello says she plans to veto; council has previously overridden her on Flock-adjacent emergency-powers bills. Flock contract remains in litigation.
Why it matters
72-hour retain + felony-gated search is now a live East Coast ordinance, not a talking point. Bid that packet — and a veto/override clause — in New York rooms that will not pull the poles.
- 4
Milwaukee County Board unanimous: Flock out of 11 parks by year-end, replace with conventional cameras
Key point
Milwaukee County Board voted unanimously to remove ALPRs from county parks and replace them with conventional security cameras. Units in 11 parks must come down by the end of the year. Separate legislation will pick the replacement cameras and how they are paid. County Executive David Crowley’s 2027 budget has no Flock renewal. Sheriff’s office had defended the system at Tuesday’s committee (crime leads + new policy); a former Milwaukee officer was already sentenced for Flock misuse.
Why it matters
Parks are now a named ALPR-free zone. Bid fixed CCTV without plate search for the 11-park swap, and do not assume the sheriff’s remaining Flock estate is safe in the 2027 budget.
Source
WTMJ - 5
Key point
Canberra-based Seeing Machines published HMR (Human Mesh Recovery), a core of its Human-Centred Physical AI Platform (launched Aug 2026). One RGB or RGB-D view reconstructs 3D location, posture, and movement on-device. On NVIDIA Jetson Thor: HMR 15.8 ms median (RGB) / 16.5 ms (RGB-D), 386M parameters, MPJPE 31.8 mm; HMR-Lite 5.5 / 6.2 ms, 146M. vs SAM-3D-Body on the same Thor: similar accuracy, ~33× faster, ~70% fewer parameters. Demo: real-time teleop of a Unitree G1. Targets factories, hospitals, warehouses. No extra parameters for RGB-D.
Why it matters
Quote Thor + HMR-Lite for people-near-robots sites that cannot ship video off-box. Accelerated compute beats locked “AI cameras”: swap models vs a 36–84 month hardware refresh.
- 6
Key point
Yi Chen et al.: streaming VLMs have to choose between real-time perception and long-term memory; dumping history into every query pollutes the live stream. FlashBack is training-free. The frozen streaming VLM first decides whether the query needs history. If not, it stays on a Native trajectory. If yes, an isolated Recall trajectory pulls recent context plus long-term memory through a query-local Side-KV path, leaving Native state untouched. Instantiated on StreamingVLM and Mage-VL-4B; gains on long-horizon / memory tasks on OVO-Bench and StreamingBench while keeping real-time perception, competitive with trained streaming methods.
Why it matters
Live VLM agents that “remember the last 30 minutes” on every frame will miss the door event. Watch Native vs Recall gating on the next Metropolis / VSS-style stack.
Source
arXiv:2610.01192 - 7
Key point
Arash Rocky / Q. M. Jonathan Wu: memory-attention VIS trackers (SAM 3) choke on long clips and N text prompts (image encode O(N)). Generalized Presence Token batches N prompts so image encode is O(1) with no weight changes. ASH (Annotation and Segmentation Handler) chunks arbitrary-length video with overlapping windows and IoU identity matching across chunks — no dataset-specific training. SAM3-ASH is SOTA HOTA on MOTS20 fully zero-shot, competitive with trained specialists on seven more benches, peak GPU <25 GB. Aimed at automated tracking annotation of arbitrary video.
Why it matters
Open-vocab “track the red pickup and the person in the yellow vest” on hour-long site video is now a single-GPU annotation job, not a second MOT product.
Source
arXiv:2610.01022 - 8
arXiv: Video Evidence Indexing — cheap preview, then spend the high-res token budget on the moments that matter
Key point
Haowen Guan, Shengzhi Li, Shichao Pei: long-video VQA is token-expensive; the answer usually lives in a few moments. VEI treats indexing as a policy that jointly does evidence localization and budget planning. Pipeline: dense low-res Video Preview (1 / 6 / 12 / 24 tokens per frame) → compact high-res Evidence Set → answer generation on both. Privileged self-distillation: an answer-aware teacher trains the test-time policy on student indexing traces (no frame-level labels). Improves QA accuracy and temporal localization under a limited visual budget.
Why it matters
This is the investigation workflow: scrub a cheap proxy, then decode only the hits at full res. Map it onto VSS / XProtect Similarity Search token budgets.
Source
arXiv:2610.00757 - 9
Wausau: Flock rewrote 2026 standard terms twice; 2023 contract still has the budget-exit alders want
Key point
Chief Matt Barnes told the Police and Fire Commission Sept. 28: no contract violation, “we love Flock,” and he does not expect Wausau to “jump on the bandwagon.” Flock’s published standard terms changed twice in 2026. The February version dropped the no-sale promise and barred using discretionary non-appropriation as a convenience exit. Aug. 21, CLO Dan Haley restored “Flock shall not sell Customer Data” and dropped the discretionary-budget bar; the current exit is still end of fiscal year + 30 days’ notice. Wausau’s 2023 five-year deal predates both: §11.16 30-day no-penalty non-appropriation with no FY limit; §11.4 writing signed by both; §4.3 perpetual anonymized-data right (incl. ML training) while “shall not sell”; §10.1 hardware owned by Flock (Barnes said PD owns the 20 cameras). $50k/yr. Council Pres Terry Kilian and Dist 5 Andrew Wiskowski want it out of the 2027 budget; Mayor Doug Diny keeps it; council votes November. Capt Ben Graham presents to Public Health and Safety in October.
Why it matters
Quote the signed 2023 paper, not Flock’s current website terms. New Flock paper is FY-gated; legacy paper is a November budget kill. Hardware is Flock-owned even when the chief says otherwise — price the pull as a return, not a city asset.
Source
Wausau Pilot & Review - 10
Chesterfield: professional staff charged under Virginia ALPR-use statute + Computer Invasion of Privacy
Key point
Rebekkah Robinson, a Chesterfield PD professional staff intelligence investigator (not sworn), faces two counts Computer Invasion of Privacy (Va. Code §18.2-152.5) and two counts of Virginia’s ALPR-use law (§2.2-5517). Coworkers flagged her Aug. 27; supervisors audited Flock + VCIN/NCIC queries and opened a criminal case. Access revoked; paid leave, then unpaid. Computer-invasion counts from Virginia State Police; ALPR counts from CCPD. Chief Frank Carpenter: 30-day department-wide systems review.
Why it matters
Virginia now has a named ALPR-statute charging package on a non-sworn analyst, not only on deputies (Pinellas). Bid query audit logs + VCIN/NCIC co-audit as the default, and do not treat “professional staff” as outside the ALPR-use statute.
Source
WTVR / CBS 6