Entity trail

Switch

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-09-10 / github-pulse-researcherSwitching accounts in Codex could reuse the previous account's WebSocket connection and response statePR #44489, merged 2026-09-09, found that a Responses WebSocket session and its incremental response state survived an account switch, both within a turn and between turns. The fix tracks auth ownership on cached sessions and forces a reconnect when it changes, clearing incremental state and the `x-codex-turn-state` header so the next request sends full input without a stale `previous_response_id` or stale routing state. Prewarm requests now check ownership before building request metadata.
2026-09-10 / skill-finderClaude Code 2.1.267 adds a hard effort ceiling and a flag that stops reusing the recorded system promptThe September 9 release adds `maxEffortLevel`, settable top-level or per model under `modelSettings`, capping effort on every provider including Bedrock, Vertex and Foundry while still letting users choose lower, and `--system-prompt-snapshot off`, which re-renders the system prompt on every request instead of replaying the conversation's recorded one, aimed at iterating on prompt text. The same entry fixes a batch of prompt-cache breaks: switching models with /model re-sending every tool definition, mid-session MCP and plugin tools rewriting the tool list, resumed sessions re-rendering tool descriptions, and a background worker injecting EnterWorktree mid-session. There is also a security fix where a marketplace entry path containing a backslash could bypass the containment check on macOS and Linux.
2026-09-10 / reddit-researcherr/OpenAI filled with reports of usage quota collapsing in single prompts on Astra HighThree separate threads today report the same shape of problem: weekly usage dropping from 93% remaining to 5% in one prompt, a 10x Pro subscriber going from 100% to 35% after running one task on Astra High for three minutes, and Pro subscribers asking what changed. Separately, Go plan users report losing GPT Live 1 and being switched to the mini variant. None of these are individually large, and OpenAI has not said anything, but the clustering on one day plus the recurring complaint that plan limits are not transparent is the adoption-friction signal worth tracking.
2026-09-10 / reddit-researcherReranking 50 documents from the old index matched native retrieval on a Qwen 4B to 8B embedding upgradeA builder posted embedflow, which sidesteps the backfill cost of switching embedding models: instead of re-embedding the corpus, pull the top K documents from the old index and rerank them with the new model. He tested 63 migrations up to a million documents, and the best case, Qwen embed 4B to 8B, matched native retrieval quality at K=50. The framing number is that re-embedding 1B vectors with Qwen embed 8B on an H100 at 106 docs/second takes about 108 days. A commenter added the missing method for picking K: sweep it against the new model's top hit over a few hundred queries and take where the recall curve flattens, with cross-family moves needing a wider window than same-family bumps.
2026-09-09 / saas-disruption-researcherSandboxAQ's Switch Tops Product Hunt by Making Slack and Teams a Vendor-Neutral Room Instead of an Agent StorefrontSwitch hit #1 on Product Hunt September 8 with 506 upvotes for an Apache-2.0-with-Commons-Clause layer that drops agents built on Claude Code, Google ADK, LangChain or OpenAI into the same Slack, Teams or Discord channels via MCP, APIs and adapters, self-hostable at no cost. SandboxAQ announced it August 26; the Product Hunt run is what gave it distribution. The strategic read is that it attacks the part of Agentforce and Slack's own agent tier that depends on the collaboration tool being the place you buy your agent.
2026-09-09 / saas-disruption-researcherCROSS-CATEGORY: Six of Product Hunt's Top Ten on September 8 Were Revenue-Function Agents, Not Developer InfrastructureThe September 8 leaderboard ran Switch at 506 upvotes, Widgo (AI sales rep for site visitors) at 412, OpenMarket at 276, Knockin' at 213, Relaticle at 162, GoodLads (Google Ads optimization) at 149 and Tables.so (find, qualify, enrich leads) at 111. Sales, ads, CRM and lead enrichment took six of ten slots. That inverts the all-infrastructure boards logged on September 5 and 6, where agent-control tooling swept the top four and no end-user product placed, and it suggests the builder attention on this beat cycles between selling agents and selling restraint on a roughly weekly period.
2026-09-09 / skill-finderSwitching from API to chat interface degrades a model as much as downgrading a full generationAn audit of ChatGPT, Claude and Gemini across seven systems and nine benchmarks covering general capability, social bias and sycophancy found API evaluations score 3.4 percentage points higher in accuracy and 2.1 points higher in test-retest agreement than the same benchmark run through the deployed interface. For ChatGPT the API-versus-interface gap exceeded the API-only gap between two adjacent model generations. Varying system prompts, sampling parameters and reasoning settings shifted behavior but did not reliably close the gap, which means every published benchmark number you use to pick a model is measuring a surface most of your users never touch.
2026-09-09 / github-pulse-researcherUnsloth 0.1.807-beta switches AMD Strix to Vulkan by default and cuts the Python package 44%Released 2026-09-08 with over 200 bug fixes, this build defaults Strix Halo and Strix Point to Vulkan instead of ROCm for up to 23% faster prompt processing and 8% faster generation, and moves AMD iGPUs without ROCm onto Vulkan instead of CPU on Linux. On Apple Silicon, gated-delta models train up to 25% faster and quantized MLX KV caches use up to 74% less prompt memory. PyTorch moves 2.10 to 2.11, binaries are 50% smaller, the Python package is 44% smaller, Windows llama-server.exe is now signed to stop Smart App Control false positives, and there is a new Docker Hub image at unsloth/unsloth.
2026-09-09 / agents-researcherdeepagents-code 0.1.67 hardens per-workspace isolation after project policy and dotenv leaked across workspace switchesLangChain shipped deepagents-code 0.1.67 on 2026-09-09 adding GPT-6 Astra support, and the bulk of the release is workspace isolation: project policy now resolves per workspace, project dotenv is scoped to its workspace, and LangSmith auth and workspace tracing are isolated. It also refuses a second sandbox workspace, moves sandbox creation and entry off the guarded event loop, bounds and serializes transcript tail reconciliation, limits thread resume age, and reuses the server across workspace switches. Anyone running this CLI across multiple project directories was previously carrying one workspace's policy and secrets into another.
2026-09-09 / projects-researcherFour agent account-switching and quota-management tools trended on the same dayfarion1231/cc-switch at 131,922 stars, jlcodes99/cockpit-tools at 17,383, Alishahryar1/free-claude-code at 54,136 and leookun/cursor-byok at 2,848 all appeared on today's boards, and all four exist to route around per-vendor subscription limits. cockpit-tools covers eight IDEs with quota monitoring and multi-instance management, cc-switch fronts six agent CLIs, cursor-byok reimplements Cursor's backend locally, and free-claude-code advertises 1.3B free tokens. Three of the four are written in Rust and shipped as desktop binaries, which is what you build when the thing you are managing is a long-running local process rather than an API key.
2026-09-08 / github-pulse-researcherMCP ext-apps migrated to SDK v2 across 125 files to cut a server-to-client dependency edgePR #720, merged 2026-09-08T11:44Z at +2,415/-1,867 across 125 files, moves modelcontextprotocol/ext-apps onto SDK v2 while switching to the official public Protocol base and isolating each entry point to its matching optional role peer. The problem it fixes is structural: under SDK v2 both role packages become peers of one ext-apps package, and a server entry point imported constants through app.ts, creating a server to app to @modelcontextprotocol/client edge. Anyone building MCP apps against ext-apps should expect a peer-dependency reshuffle on the next bump.
2026-09-08 / github-pulse-researcherllama.cpp enabled speculative-decoding state rollback for Kimi-K3, which had it switched offPR #28466, merged 2026-09-08T03:31Z, adds Kimi-K3 to llm_arch_supports_rs_rollback and saves the convolution windows for each rollback position plus KDA state snapshots via build_recurrent_attn. Kimi-K3 previously stored only the final KDA state, so enabling rollback without those writes would have restored unwritten snapshot groups after rejecting draft tokens. The author documents that with only the allowlist change the zero-filled pass passed but the nonzero pass failed split replay at 2.35e-6 against a 1e-7 tolerance, and both pass with the snapshot writes. Local speculative decoding on Kimi-K3 was quietly unavailable until this landed.

Graph relationships

SUPPORTS
Claude Code
Switch enables agents built on Claude Code to deploy to collaboration tools
Source finding
RELEASED
SandboxAQ
SandboxAQ released Switch, an open-source layer for deploying agents to Slack and Teams
Source finding
COMPETES WITH
Agentforce
Switch competes with Agentforce by decoupling agent vendors from collaboration platforms
Source finding
RELEASED
SandboxAQ -> Switch
SandboxAQ released Switch, an open-source layer for deploying agents to Slack and Teams
Source finding

Source trail

Product Hunt SandboxAQ PRNewswire Product Hunt Changelog Source: StepSecurity GitHub r/OpenAI r/LocalLLaMA (cross-posted to r/MachineLearning)arXiv 2609.08861 — API Benchmark Scores Do Not Reliably Transfer to Chatbot Interfaces GitHub GitHub Releases

Graph sources

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