https://cooscope.pages.dev/updates/New source-based resources and editorial changes to the CooScope library.enA worksheet for separating model variants, release artifacts and access routes when a single launch name hides several different choices.https://cooscope.pages.dev/library/x-model-family-manifest/https://cooscope.pages.dev/library/x-model-family-manifest/Thu, 15 Oct 2026 12:00:00 GMTPreserve the question behind an early-access impression, then replace the implied ranking with a small, repeatable task record.https://cooscope.pages.dev/library/x-expert-anecdote-test-pack/https://cooscope.pages.dev/library/x-expert-anecdote-test-pack/Thu, 15 Oct 2026 12:00:00 GMTUse the code-simplifier source to identify the behavior a reusable agent promises, then design a small adoption review around it.https://cooscope.pages.dev/library/x-released-agent-source-review/https://cooscope.pages.dev/library/x-released-agent-source-review/Thu, 15 Oct 2026 12:00:00 GMTUnderstand the memory side of token generation, then ask better questions about prompt length, concurrency and serving limits.https://cooscope.pages.dev/library/x-kv-cache-capacity/https://cooscope.pages.dev/library/x-kv-cache-capacity/Thu, 15 Oct 2026 12:00:00 GMTA repository walkthrough for mapping model, search and report stages into an explicit configuration and data-flow record.https://cooscope.pages.dev/library/x-local-researcher-config-map/https://cooscope.pages.dev/library/x-local-researcher-config-map/Thu, 15 Oct 2026 12:00:00 GMTA reusable worksheet for comparing the responses your application depends on when two servers expose similarly named endpoints.https://cooscope.pages.dev/library/x-api-portability-contract/https://cooscope.pages.dev/library/x-api-portability-contract/Thu, 15 Oct 2026 12:00:00 GMTA prompt and comparison method for exploring HyDE while keeping generated search material separate from evidence used in an answer.https://cooscope.pages.dev/library/x-hyde-retrieval-scratchpad/https://cooscope.pages.dev/library/x-hyde-retrieval-scratchpad/Thu, 15 Oct 2026 12:00:00 GMTA reading note on representation sensitivity, with a small exercise that separates familiar wording from valid state transitions.https://cooscope.pages.dev/library/x-representation-shift-planning/https://cooscope.pages.dev/library/x-representation-shift-planning/Thu, 15 Oct 2026 12:00:00 GMTUse the PaliGemma 2 paper to plan a vision-language experiment with explicit image conditions, labels and adaptation boundaries.https://cooscope.pages.dev/library/x-vlm-transfer-task-card/https://cooscope.pages.dev/library/x-vlm-transfer-task-card/Thu, 15 Oct 2026 12:00:00 GMTA short route into τ-bench’s final-state and repeated-trial ideas, with a practical way to record a tiny task suite.https://cooscope.pages.dev/library/x-repeatable-agent-outcomes/https://cooscope.pages.dev/library/x-repeatable-agent-outcomes/Thu, 15 Oct 2026 12:00:00 GMTUse SHADE-Arena as a research example for asking what a transcript monitor can see, miss and falsely flag.https://cooscope.pages.dev/library/x-monitor-evaluation-rubric/https://cooscope.pages.dev/library/x-monitor-evaluation-rubric/Thu, 15 Oct 2026 12:00:00 GMTA compact review workflow for comparing AI answers without letting warmth, verbosity or visual polish stand in for task success.https://cooscope.pages.dev/library/x-preference-correctness-rubric/https://cooscope.pages.dev/library/x-preference-correctness-rubric/Thu, 15 Oct 2026 12:00:00 GMTMap instructions, reference material and callable operations before deciding what belongs in a reusable agent package.https://cooscope.pages.dev/library/x-skills-and-mcp-contracts/https://cooscope.pages.dev/library/x-skills-and-mcp-contracts/Thu, 15 Oct 2026 12:00:00 GMTAn original worksheet for dividing a research question into independent assignments and defining what a usable return must contain.https://cooscope.pages.dev/library/x-parallel-research-brief/https://cooscope.pages.dev/library/x-parallel-research-brief/Thu, 15 Oct 2026 12:00:00 GMTA recovery checklist for separating the model, harness, tools and application state when an agent behaves differently than expected.https://cooscope.pages.dev/library/x-agent-incident-layer-report/https://cooscope.pages.dev/library/x-agent-incident-layer-report/Thu, 15 Oct 2026 12:00:00 GMTAn original prompt for stating invariants, allowed files and review evidence before an assistant reorganizes an existing codebase.https://cooscope.pages.dev/library/x-refactor-behavior-brief/https://cooscope.pages.dev/library/x-refactor-behavior-brief/Thu, 15 Oct 2026 12:00:00 GMTUse a first-person app-building account to create a handoff ledger for configuration, identities and service boundaries.https://cooscope.pages.dev/library/x-deployment-dependency-ledger/https://cooscope.pages.dev/library/x-deployment-dependency-ledger/Thu, 15 Oct 2026 12:00:00 GMTRead a performance anecdote through cache mechanism, update behavior and rollback evidence before repeating a speed claim.https://cooscope.pages.dev/library/x-cache-freshness-after-migration/https://cooscope.pages.dev/library/x-cache-freshness-after-migration/Thu, 15 Oct 2026 12:00:00 GMTAn original evaluation note for checking identity, object state and requested changes rather than judging a generated clip from one attractive frame.https://cooscope.pages.dev/library/x-video-continuity-test/https://cooscope.pages.dev/library/x-video-continuity-test/Thu, 15 Oct 2026 12:00:00 GMTSeparate a text-to-speech system’s advertised controls from the pronunciation, meaning and timing a listener actually receives.https://cooscope.pages.dev/library/x-tts-control-verification/https://cooscope.pages.dev/library/x-tts-control-verification/Thu, 15 Oct 2026 12:00:00 GMTA reading guide for distinguishing rendered observations, structured state and predictions before comparing systems under the same label.https://cooscope.pages.dev/library/x-world-model-output-contract/https://cooscope.pages.dev/library/x-world-model-output-contract/Thu, 15 Oct 2026 12:00:00 GMTTurn a fast customer-support demo into a small table of fictional tickets, expected destinations and escalation conditions.https://cooscope.pages.dev/library/x-support-routing-sandbox/https://cooscope.pages.dev/library/x-support-routing-sandbox/Thu, 15 Oct 2026 12:00:00 GMTAn original self-study worksheet for separating assisted progress from an independent explanation and a new problem.https://cooscope.pages.dev/library/x-tutor-transfer-worksheet/https://cooscope.pages.dev/library/x-tutor-transfer-worksheet/Thu, 15 Oct 2026 12:00:00 GMTA technical review note for separating task execution, control architecture and the labels used to judge a recorded attempt.https://cooscope.pages.dev/library/x-robot-success-labels/https://cooscope.pages.dev/library/x-robot-success-labels/Thu, 15 Oct 2026 12:00:00 GMTOrganized ongoing research into eight tracks and 41 subtopics, with source identity, evidence limits and open questions kept together.https://cooscope.pages.dev/updates/#knowledge-base-2026-10-02https://cooscope.pages.dev/updates/#knowledge-base-2026-10-02Fri, 02 Oct 2026 12:00:00 GMTAdded industry, ecosystem, multimodal and adoption context around the technical core. Media production and business validation retain their separate responsibilities.https://cooscope.pages.dev/updates/#landscape-scope-2026-10-02https://cooscope.pages.dev/updates/#landscape-scope-2026-10-02Fri, 02 Oct 2026 12:00:00 GMTRevisited a selected source set and recorded limited-use, hold and routing decisions. Proposed experiments remained proposals, not reported results.https://cooscope.pages.dev/updates/#source-decisions-2026-10-01https://cooscope.pages.dev/updates/#source-decisions-2026-10-01Thu, 01 Oct 2026 12:00:00 GMTDistinguished short notes, longer source material and author context, then recorded what still required full reading or verification.https://cooscope.pages.dev/updates/#source-gaps-2026-09-22https://cooscope.pages.dev/updates/#source-gaps-2026-09-22Tue, 22 Sep 2026 12:00:00 GMTEstablished reader-led English research questions and source checks. Reusing evidence does not mean publishing identical translations or adding automatic channels.https://cooscope.pages.dev/updates/#english-research-2026-09-20https://cooscope.pages.dev/updates/#english-research-2026-09-20Sun, 20 Sep 2026 12:00:00 GMTKept CooScope as the English practical-AI brand while separating search-growth research and media-production work. Historical material remained available as evidence.https://cooscope.pages.dev/updates/#brand-boundaries-2026-09-07https://cooscope.pages.dev/updates/#brand-boundaries-2026-09-07Mon, 07 Sep 2026 12:00:00 GMT