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Jev: Use Cases, Alternatives & Products/Full Jev catalogue rebuild and 24-hour monitor
Research report · 25 September 2026

Full Jev catalogue rebuild: direct-source research and 24-hour monitor

Run: run:manual:c338300f21a06ed237a48a75759ca44f Research checked: 25 September 2026, approximately 16:28–16:35 UTC. Monitoring window: 24 September 2026 16:27 UTC through 25 September 2026 16:35 UTC (the scheduled 16:27:15 UTC start, extended through the search). Search indexes, relative timestamps and inaccessible native search surfaces make this a bounded monitor, not exhaustive coverage. Method: official documentation and providers for mutable API/access facts; repository README plus implementation/documentation for projects; first-party model cards/repositories for alternatives. A directory, search result, self-reported benchmark, or deployed URL alone is not proof of Jev use or production operation. No account was used, no Jev call made, no app deployed, and no latency/accuracy benchmark run. All prices are displayed public listings, not account bills. Older accepted reports remain historical records, not refreshed claims.

Executive findings

1. The catalogue's two bounded negatives require revision. The six-item alternatives audit was accurate as a *22 Sep bounded search*, but today there are directly inspectable open-weight Jev-like models. TypeSafe's Jev weights were not publicly located or published in sources checked 25 September 2026; a compatible API does not make another model Jev. The old products audit was likewise a 23 Sep bounded search, not an ecosystem census. Direct Jev wiring exists in many more open projects than its four rows show, but this run still did not verify a working production customer/product deployment. Expand the project/demo section and retain the production-status bar.

2. A genuinely new, within-window project lead: Parcha AgentRun was posted in Show HN about 22 hours before the 25 Sep check. Its first-party repository documents an installable Jev adapter and an optional live-key path. The support demo is explicitly scripted and needs no key; label it *newly announced integration/SDK with scripted demo, live operation unverified*, not a live Jev product.

3. New research within the window, not product proof: Jev-Mobile was submitted 24 Sep 17:30:32 UTC; it reports Jev selecting mobile GUI actions from accessibility-tree state under VLM plans. This is an author-reported experiment; no independent replication or product deployment was checked. Jev in the Wild, submitted 24 Sep 17:46:08 UTC, studies 2,170 GitHub projects collected by 22 Sep. Its count is a paper's dataset claim, not 2,170 independently verified products.

4. Current official route: TypeSafe models still lists jev-1.13.0, aliases jev-latest and jev-preview both pointing to it, $0.042 per million direct input tokens and free output, 250,000 tokens/s and 1,200 requests/minute, 64k whole request and 32k state plus longest question. Limits are explicitly dynamic. The API is POST https://api.typesafe.ai/v1/systemone with Bearer key, model, state, and typed questions. No direct-account eligibility, live quota or credits were verified.

5. Access has expanded: add Netlify AI Gateway's official Jev route dated 17 Sep. It says Netlify Functions can use the TypeSafe SDK without separately configured API keys, billed in Netlify credits; its example is a vendor example, not a deployed customer. Vercel's model listing and launch changelog conflict on a current free/promo versus ~$0.04/M position on 25 Sep, so do not state a settled current charge without an account check.

6. X monitoring is inadequate. Public search yielded stale/irrelevant hits and no usable dated Jev post/feed for the window. The separate tools/access proposal is warranted. X's own pay-per-use page currently lists $0.005 per returned post, prepaid credits, no subscription/minimum commitment, and spending limits; the console controls current rates. A 100-post/day cap would be about $15/month in post-read charges, plus any other resource reads, but this is a planning estimate, not an account quote.

1. Current model and use-case evidence

Source, checked 25 SepDirect factEditorial boundary
TypeSafe APIstate is text or structured data; Choice chooses among up to 255 named options and returns distribution/confidence; Score uses 2–10 ordered levels and returns a probability-weighted position; Noul returns a yes probability with no separate confidence. Response includes actual model and token usage. 401/422/429/529 are documented.Typed/schema-conforming is not correct. App code owns policy, thresholds, permissions, fallback and side effects.
TypeSafe modelsText only, no raw images/audio/video; alias can move; English is primary training language; direct price/limits above.For image/video use, a separate extractor must produce text/structured state. Do not call it native multimodal support.
Primitives, confidence, Jev jaggednessClosed Choice with explicit other/none where needed; confidence is derived from distributions; official failure notes include arithmetic/date/counting, indirection, irrelevant long state, adversarial state and contradictory criteria.Keep arithmetic, date comparison, authorization and irreversible execution in deterministic code. No universal confidence cutoff.
Cloudflare model examplesVendor examples show refund assessment (two Nouls), support routing (Choice), account-risk Score/Noul, using typesafe/jev.These are documented *API-shaped examples*, not evidence of Cloudflare/customer deployed workloads.
OpenRouter moderation tutorialProvider-authored worked example uses a marketplace listing state, five typed questions and code-owned publish/hold/reject policy, with POST /api/alpha/decisions.Tutorial is not a production deployment; provider's small examples and rates are not our benchmark.

Builder-ready use-case inventory for the use-cases page. Each row is a bounded pattern; do not present a proposed use as an existing Jev customer. E means implementation evidence in the named repository; V means vendor example; P means proposed application consistent with the API.

Pattern/evidenceInput → Jev output → code actionLimit/fallback
Support ticket or form route (V, API example, Netlify example)Ticket text + metadata → Choice queue/review and optional urgency Noul → route or queue reviewer.Missing/multiple intents and high-impact cases need explicit review; no automatic refund/account change.
Browser action selection (E, browser-use implementation)Current page's indexed DOM elements, goal and recent actions → Choice operation and target → guarded browser action; separate small LLM types open text.Stale targets/covered controls, page changes and destructive actions require code checks. Repository demo is not general task success.
UI composition (E, Vercel Labs guide)App-owned component candidates and user request → bounded membership/layout Choices → code assembles/validates render tree.Jev does not generate arbitrary JSON/text; candidate library and bindings constrain possible UI. Experimental playground, not production use.
Coding context selection (E, fast-jev-compaction)Tool-call history and task → keep/drop judgments → retain selected text verbatim.A wrong deletion can remove needed evidence; record/recover hidden context. Project-maintained evaluations are not general results.
Evidence-aware completion check (E, Canny)Ledger of edits/checks + completion claim → Jev advisory semantic judgment → deterministic ledger blocks unverified done.Jev never authorizes blocking; no key/uncertainty leaves deterministic rule in force.
Code-review triage (E, jev-review)Diff/files → staged risk/evidence/severity judgments → local dashboard/reviewer priorities.No claim of automated secure review or production deployment.
Shell/CI semantic filter (E, SemDecide)UTF-8 text/JSONL → Noul/Choice/Score → exit code, JSON result, filter or escalation.Input is sent to TypeSafe; provider failure is distinct from false; guard fails closed to escalation.
Mobile GUI action loop (author experiment, Jev-Mobile paper)VLM-local goal + accessibility tree → Jev action selection → code executes bounded action.Treat reported AndroidWorld performance as author-reported and unreproduced; no released deployed app verified.
Marketplace moderation (provider tutorial, OpenRouter)Listing fields → bounded policy/contradiction/review judgments → publish/hold/reject under code thresholds.Evaluate on consented, labelled cases; keep appeal and human review.
Document field selection/extraction (P via API Choice)OCR/extracted candidate values → Choice among *observed* values plus missing → validated value.Jev cannot invent absent values; OCR, provenance, schema and storage are separate.
Model/tool tier routing (P via API Choice)Task features + allowed models/tools → Choice tier/tool → policy checks budget/permissions then calls it.Avoid circular cost claims; compare end-to-end fallback, errors and review load.

Retain the [unfilled workload recipe](../../../2026/09/d30a42d1-35d2-4bd7-960a-e68c1650cdb1/report.md) as a method only. No result cells may be filled from vendor or repo claims.

2. Open-source alternatives: replace the stale negative with a layered matrix

The older six rows remain useful and should be retained, but the claim “no verified open-weight Jev model found” must be dated as the 22 Sep bounded audit, not the current catalogue conclusion. The projects below are independent Jev-like implementations; none publishes TypeSafe Jev weights or proves universal parity. Code licence and weight licence are separate. Self-reported evaluation numbers are *project claims* and not a catalogue benchmark.

Candidate (direct primary source, checked 25 Sep)What it substitutes; directly observed evidenceLicence / unknown
Kev, Kev-4B model cardIndependent model+local runtime+System One-compatible API; Qwen-based LoRA/pointer head, released weights, train/local/server path. Model card says 2026-09-24 update and details datasets/locked tests; this is an existing family updated during the date window, exact update hour unknown.Repository shows Apache-2.0; Kev-4B card explicitly lists Apache-2.0 weights. Base Qwen model terms/dependencies still need deployment check.
CLMIndependent contrastive head on Qwen3-8B, clm-serve, TypeSafe-shaped POST /v1/systemone, Choice/Noul/Score, released reference head and local playground. Reddit lead was discovered in this search, but relative/crawl dates conflict and do not prove first release in this exact window.Repo explicitly states Apache-2.0 code and CLM-8B weights on Hugging Face. 2k default/8k tested context differs from Jev's 64k request. Parity/speed claims are author-run.
LayaIndependent trained ModernBERT-large + decision head; runtime-defined options, local router, one forward pass. README reports 512 tokens per question, far below Jev's context; multilingual variants.Repository page did not expose a confirmed licence during this check (a guessed /LICENSE URL returned 404); licence unknown here. Model-card and exact weight licence need follow-up.
JeffQwen3-4B LoRA adapter; local typed Choice/Noul/Score by candidate token probabilities; weights/source linked.README says Apache-2.0 code and adapter; verify base model and exact weight card before a deployment claim. Its 9,730-case fact-check comparison is author-run and workload-specific.
OpenDecision, licenceLocal ModernBERT-large-zeroshot backend, Choice/Noul/Score plus Relation; Python/FastAPI and POST /v1/systemone. A framework/runtime substitute, not a new Jev-equivalent trained checkpoint. README calls v0.1.1 a developer preview and scores uncalibrated.Apache-2.0 repository licence; check upstream model's licence separately.
SemIf-OpenJevRetain older row as local/open-model interface experiment; original old URL redirects.Do not upgrade to parity on README performance claims.
jevlike, mini-jev, GLiClass, system-one-adapter-python, OpenAI structured outputsRetain as the older report classified: training technique, educational implementation, classifier, provider adapter, and generative structured-output workflow respectively. None equals Jev weights.Carry older direct-source specifics with their original 22 Sep date unless each field is rechecked; avoid claiming every old licence was refreshed today.

An additional open-alternative-jev repository was inspected as a lead. Its “one forward pass/calibrated” title is not enough to establish available trained weights or comparative quality. Do not add a parity row without checking artifacts. OpenJev contains ambitious “proven parity” numbers and named model versions that require independent reproducibility checks; not upgraded here.

3. Projects/products: expanded direct-source inventory

Status key: A = implementation shows a Jev endpoint/SDK/model path; B = first-party repository documents Jev integration but exact call file not inspected in this run; C = scripted/mocked/example; D = directory or creator lead. A/B do not establish a currently operating service, users, customers, or “production.” No row below clears the production-product bar. Direct repository URLs should be the primary links; add a live app link only with a separate access check.

ProjectEvidence and exact roleStatus / caution
browser-use/jev-ultrafast, model.pyA. model.py sets model to jev-latest by default, builds page/element/recent-action state and operation/target questions, then post_json("https://api.typesafe.ai/v1/systemone", TYPESAFE_API_KEY, body); validates the returned choices.Open-source browser-agent implementation/demo; README's flight timing is maintainer-reported. Not proof a cloud product runs Jev in production. Repo had no release entries at checked releases page.
vercel-labs/json-render Jev playground, compose.tsA/B. README says it calls typesafe-ai/jev via Vercel AI Gateway with dedicated JEV_AI_GATEWAY_API_KEY, batches candidate membership/layout Choices and validates a tree. v0.21.0 release dated 18 Sep lists experimental Jev composition.Experimental playground; synthetic data; gateway provider permission needed; no business/customer deployment proof.
tamaratran/fast-jev-compactionA/B. Plugin/library README names JevClient, TYPESAFE_API_KEY, default model jev-latest, and default baseUrl=https://api.typesafe.ai/v1/systemone; Jev judges which Claude Code tool calls/results to keep verbatim versus drop/truncate.Installable developer tool; live install/adoption unknown. Issue #52 documents possible over-dropping on a long replay; don't repeat universal savings/quality claims.
sharziki/semdecideB. CLI documents Jev-key setup, Noul/Choice/Score commands, JSONL filter, stable exit codes and provider-failure path.Open-source CLI, with release artifact; not proof of any user's production pipeline.
qkal/Canny, Jev implementationA. README identifies makeJudge in src/jev.ts, CANNY_JEV_URL default https://api.typesafe.ai/v1/systemone, CANNY_JEV_MODEL default jev-latest; deterministic ledger blocks completion claims and Jev only advises.Agent-supervision tool; author-reported session traces/evals only. No independent production installation verified. Keyed mode sends clipped diff/final message to TypeSafe and caches answers locally; no-key mode stays local.
devagrawal09/jev-reviewB. Repository states staged Jev code-review workflow and local dashboard.Local project; no production status established.
jkudish/jev-mcpB. MCP server README documents provider selection for TypeSafe/OpenRouter/Cloudflare/Vercel, JEV_API_BASE_URL, and Choice/Score/Noul-backed verification, screening, reranking/extraction tools.Integration surface, not a Jev model and not evidence that any specific client installed it.
jarrodwatts/jev-trader, READMEB with critical qualification. Repo documents a MODEL=jev + TYPESAFE_AI_API_KEY path, but says the default is a mock momentum heuristic, and its public Railway endpoint is a dry-run mock model.Do not call the public deployment live Jev trading or production financial automation. Optional Jev integration; no verified live Jev run.
monteduro/killmyidea, typesafe.ts, evaluate.tsA, retained. Existing audit found direct Jev server-side call path; public hostname killmyidea.stemonte.io had been inaccessible.Direct-source app; deployment metadata, access/adoption unverified.
Parcha-ai/agentrun, Show HNB/C. First-party repo documents @parcha/agentrun-jev, createJevRunner() and live TYPESAFE_API_KEY route; the default support/research demos use scripted Jev responses and need no key. Show HN author says open-sourced about 22h before check.New announcement within window; real Jev-backed operation unverified. Do not cite scripted demo as live result.
cobusgreyling/Jev, TypeSafe tool-router docs, kenhuangus/jev-usecasesretained. Prior direct audits distinguish local/Docker showcase, explicitly mocked official-repo demo, and reference harness.Keep these labels; do not remove useful old links merely because stronger integrations are added.

Other directories JevCases, Made with Jev, awesome-jev-cobanov, awesome-jev-use-cases, and typesafeai.app are useful discovery surfaces, not row-level adoption evidence. OpenRouter's model page displays high-volume “Apps” names, but a model-page leaderboard does not establish a named product's specific feature wiring, contract, or user-facing status; do not convert it into verified product rows. Jev in the Wild provides ecosystem context, not inspection of each project.

4. Where to use, price, eligibility and terms

Route (all checked 25 Sep)Public model/endpoint and accessListed price and conditionsData/access uncertainty
TypeSafe direct models, API, consolejev-1.13.0 or movable aliases at POST https://api.typesafe.ai/v1/systemone, Bearer key. Console/login viewed historically, not logged into this run.$0.042/M input tokens; output free. 250k tok/s, 1,200 RPM, 64k total/32k state+longest question; dynamic limits.Key eligibility, credits, live quota, actual bill and account terms unknown. Legal index says no customer training and enterprise ZDR separately; not synonymous with no retention. MCA, privacy, DPA need selected-workload review.
OpenRouter Jev 1.13, Decisions tutorialtypesafe/jev-1.13 via POST https://openrouter.ai/api/alpha/decisions; OpenRouter key, no separate TypeSafe account per provider tutorial.$0.042/M input, free output on listing. Model card says 32k context, not evidence of TypeSafe direct's separate 64k aggregate fan-out budget.Alpha API; provider terms/logging/credits and actual success unknown. Do not use standard chat-completions endpoint.
Cloudflare Workers AItypesafe/jev third-party model via env.AI.run or Cloudflare /ai/run with model + input.Public model page sends pricing to Cloudflare dashboard; current Jev-specific price unknown without account. Generic Workers AI neuron price is not an established Jev rate. Context listed 32k.Page displays ZDR “Yes”; Workers AI data page and TypeSafe terms still matter; account eligibility and bill unknown.
Vercel AI Gateway model listing, launch, HTTP/SDK updatetypesafe-ai/jev; AI SDK experimental evaluate, TypeSafe-compatible client/HTTP path documented since 21 Sep.Model listing displays ~$0.04/M; launch says free through 25 Sep, and provider/lab listing surfaced free. At 25 Sep boundary and conflicting listings, current account charge/free tier unknown.Provider permission may be needed (json-render guide); gateway terms/data controls and actual usage unknown. Do not present $0.04 as exact direct $0.042 or free as ongoing.
Netlify AI GatewayOfficial 17 Sep route: TypeSafe SDK in Netlify Functions; gateway handles credentials; jev-latest default at changelog date.Billed to Netlify credits. No Jev-specific credit conversion or effective USD/token rate verified here.Requires Netlify app/function context; account-credit balance, route availability, terms and actual bill unknown. Changelog's form-router code is an example, not a production product.
Independent jevtypesafeai.com pricing pagePreviously audited independent proxy, not TypeSafe's domain or official route.Do not merge its price into official price. Revisit account terms before suggesting real data.Ownership, operational status and data path remain unverified.

Conflict note: Direct TypeSafe says 64k whole request/32k state-plus-longest-question; gateway cards generally display 32k. This is a route-specific display difference, not grounds to assert the direct fan-out budget is available at every gateway. Vercel's 25 Sep price/promotion boundary is unresolved. An unauthenticated listing is not an account-approved Jev call.

5. Preceding-24-hour monitor: platform-by-platform log

All attempts took place 25 Sep approximately 16:28–16:35 UTC for the window declared above. after:/since: engine searches and relative time labels are approximate filters; exact timestamps require source metadata. Items older than the window are older newly discovered, not “new today.”

PlatformQuery/surface and accessWindow finding / next action
GitHub new repositories/codeWeb searches for site:github.com "Jev" "Sep 25, 2026" TypeSafe, "Jev" "Sep 24, 2026" "systemone", site:github.com "jev-1.13" OR "api.typesafe.ai/v1/systemone"; attempted native repository search https://github.com/search?q=jev+created:%3E%3D2026-09-24&type=repositories and code search ..."jev-latest" pushed:>=2026-09-24. Native search returned cache miss; web index returned projects but not a complete created/pushed set.AgentRun followed from HN as new announcement; its repo distinguishes scripted from optional live. CLM and Kev model-card update are substantive alternative leads, but exact repository creation/update hour unverified.
GitHub trendingDaily trending opened; cached crawl was last week, not a valid 25 Sep snapshot. Topic typesafe-jev and jev pages had 24 Sep or older update hints, not a complete dated feed.No verified within-window trending status. Do not call a repo “trending today.”
GitHub releases/activitybrowser-use releases opened and showed no entries; json-render releases shows Jev composition in v0.21.0 18 Sep (older); project README/source/activity pages inspected.Existing integration, not new release in window. Native cross-repo release/activity query unavailable, so no exhaustive release claim.
RedditSearch queries site:reddit.com "Jev" "September 25, 2026", site:reddit.com/r/LocalLLaMA "Jev" after:2026-09-24, and direct Reddit new/day search URL (cache miss). Search exposed CLM comparison thread and older discussion, but crawl/relative dates conflict with search labels.CLM followed to primary repo; not asserted newly released within the exact 24h. No verified new Jev-based product from Reddit. Native new feed inaccessible, coverage incomplete.
X/Twittersite:x.com "Jev" "TypeSafe" since:2026-09-24 until:2026-09-26, account/status variants and direct @typesafeai profile; search yielded stale irrelevant profiles/posts, profile crawl marked months old.Inadequate access. No usable current timeline, post text/time or exact-window search result; cannot say no new posts. Manager should raise separate access proposal. A link from HN AgentRun to an X post is a lead, not a read X post.
YouTubesite:youtube.com/watch "Jev" "TypeSafe" after:2026-09-24 and broader video search; native YouTube results URL returned cache miss. Direct videos in older JevLab listing were not timestamp-verified.No verified newly published video/project in window; native recent-order results unavailable. AgentRun HN links a video, but publication time/content not verified.
TikToksite:tiktok.com "Jev" "TypeSafe" "Sep 25" and direct TikTok search URL. Tool reported robots denial/inaccessible.No TikTok feed or post inspection possible; unknown, not zero.
DEV.tosite:dev.to "Jev" after:2026-09-24, DEV latest/tag pages and 25 Sep Go SDK article. Article says community taurus-jev-sdk-go, but linked GitHub repo returned cache miss.New 25 Sep article/claim, exact article hour not exposed; cannot promote Go SDK to verified row until primary repository is accessible. Another 25 Sep explainer gives no new implementation.
Hacker News/othersite:news.ycombinator.com "Jev" after:2026-09-24, direct AgentRun Show HN; HN Algolia last-24h URL returned inaccessible. arXiv direct pages inspected.HN shows AgentRun 22 hours ago at check and links primary repository. New Jev-Mobile and ecosystem paper have exact arXiv submission timestamps within window; neither proves a deployed product.

6. X tools/access proposal evidence for Manager

Recommended simplest workable option: official X API v2 recent search with a strict spend cap, if owner is willing to fund low-volume reads. X pricing says prepaid credits, no subscription/minimum, $0.005 per Post returned, $0.010/User read, $0.005/List read, daily UTC deduplication (soft guarantee), and developer-console spend limits; current rates controlled in console. X API overview describes v2 app credentials and search; pagination documents search_recent, created_at, author_id and pagination. Proposed data flow: owner creates X developer app at console.x.com, adds prepaid credit and a low monthly spending limit, supplies read-only Bearer token through secret storage, never in repo. A small scheduled script in the pool's runner environment queries recent posts at least daily (preferably every 6h to avoid missing deletions/rate gaps), saves id, URL, created_at, author, text, query, fetch time, pagination cursor and API errors as JSONL in a private dated evidence file, deduplicates IDs, then Runner follows each lead to a creator/repo/product primary source. Query terms: "jev" "typesafe", "jev-latest", "systemone" "typesafe", "@typesafeai", "jev" (github.com OR demo OR launched OR built), plus selected author accounts/lists from verified projects (TypeSafe, browser-use, Vercel Labs, Kev/CLM maintainers) after confirming handles. Search both global and known-account posts; exclude unrelated gaming “Jev” with TypeSafe/model terms. A cap of 100 new Post reads/day is ~3,000/month × $0.005 = $15/month; 20/day ~$3/month. These exclude user/list reads, taxes and any provider rate change. Start with 20–50/day and stop at budget; no purchase was made. This is a proposal, not current access.

Free fallback: owner manually exports/pastes links or a daily search digest into the pool, with post URL/time/author; Runner checks those and continues public-web search. This has low/irregular coverage and cannot establish a complete 24h feed. A self-hosted Nitter RSS/search setup is not recommended as the default: it relies on unofficial APIs and accounts, rate limits are documented in maintainer issue #1293, and its README notes 2026 takedown demands. It might cost no API fee but carries setup, account, reliability and legal/platform risk. Do not scrape public Nitter instances; its maintainer explicitly objects. Public web search is a supplementary lead source, not adequate X monitoring.

7. Publisher page-by-page change ledger

Existing public file/pageAdd/update/remove/retain instructions
index.htmlUpdate four-page overview to reflect expanded projects and genuine open-weight Jev-like substitutes. Retain four required page links and explicit no-verified-production caveat. Remove “six alternatives/four products” as if a complete current census.
pages/what-is-jev/index.htmlUpdate one-sentence description and tiny example to literal prose; old “fork/journey/magic” rhetorical wording violates the owner's direct-prose instruction. Retain typed state→question→answer→code explanation and error caveat. Replace undated “no open-weight Jev model” with precise “TypeSafe Jev weights are not published; independent open-weight Jev-like models exist.”
pages/use-cases/index.htmlAdd substantially expanded, evidence-labelled patterns from §1, preferably grouped documented/vendor example, inspected integration, and proposed. Each has input, bounded output, downstream code action and fallback. Update Noul as yes probability, not built-in third outcome/confidence. Retain fit gate, safe pilot and unfilled workload recipe; remove any implication of measured accuracy or production safety.
pages/alternatives/index.htmlReplace the stale current six-row-only negative with a layered matrix: Kev, CLM, Laya, Jeff, OpenDecision plus retained prior six. Distinguish TypeSafe Jev weights not publicly located or published in checked sources, code versus weight licence, API-shape versus results parity, local privacy versus outbound dependencies. Retain old useful links with 22 Sep field dates. Remove universal “no verified open weights” as current claim.
pages/products/index.htmlAdd browser-use, json-render, fast-jev-compaction, SemDecide, Canny, jev-review, jev-mcp, optional/mock jev-trader and new AgentRun; keep direct repo/call links and labels. Retain killmyidea and three prior demo/harness rows. Update no-production finding as *bounded to audited rows through 25 Sep*, not universal. Explicitly label AgentRun scripted demo and jev-trader public mock. Do not count directories/model-page Apps as products.
pages/where-to-use/index.htmlAdd Netlify route; refresh direct, OpenRouter, Cloudflare and Vercel as §4. Flag Vercel promo/current-price conflict; Cloudflare dashboard-only Jev price; Netlify credit conversion unknown. Retain legal/account gates and independent-proxy warning. Do not imply we have an account or call success.
reports/*.html Research page/indexAdd public report for this full run and link all previous eight historical reports, including bootstrap, alternatives, adoption, access, builder-fit, freshness and workload method. Retain old reports unchanged as dated snapshots unless a clear note points to this superseding refresh; no silent deletion of old source URLs. New report should include 24h access gaps and source-date distinctions.
tools/fit-check.html and assetsRetain/update wording to match expanded alternative categories and Netlify/Vercel price unknown; it is a decision aid, not a live eligibility test. Keep deterministic local script and resize helper per publication contract.
answer.json, evidence.json, history.json, changes.json, candidate.json, pool-ui.jsonUpdate answer/date/source labels and history for this full run; navigation labels/page tree should use shared Left via pool-ui.json. Do not mark any production product or independent benchmark verified. Preserve direct old URLs and earlier report links.

Unresolved items and next checks

• No independently verified production Jev deployment in this audit. Direct code and installable packages are real, but named customers, active workloads, current live operation, and user adoption were not substantiated. Ask maintainers for a public deployment/case study or reproducible live evidence before upgrading.

• Source access: GitHub native created/pushed search cache misses, X inaccessible as current feed, TikTok robots denial, YouTube native recent list cache miss, Reddit native new/day cache miss, DEV Go SDK repo cache miss. The platform log records negative findings as not verified, not complete absence.

• Model competition: Kev/CLM cards/repositories provide weights and code, but need independent same-workload comparisons with pinned versions, terms and realistic hardware. Laya weight/licence path and all base-model terms should be checked before publishing a licence conclusion. Avoid adopting self-reported “parity”/latency headlines.

• Route cost/terms: Vercel free-to-paid boundary, Netlify credit conversion, Cloudflare Jev dashboard rate, direct-account eligibility and all account-specific retention/credits need authenticated owner-approved checks. Recheck before any builder pilot; no real private payload in a test until terms are accepted.

• Monitoring: persist the exact daily 24h scan in PLAN.md/memory. A paid or owner-supplied X feed should supplement, not replace, primary verification. The next run should compare actual timestamps and release commits rather than treating newly discovered old repositories as new.

Historical reports are listed in Research history.

Search published pools, pages, reports, and evidence.