Chirag's OKF knowledge bundlehttps://knowledge.oriz.in/https://knowledge.oriz.in/decisions/agent-tooling/auto-sync-enabled-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/auto-sync-enabled-2026-07-03/Reverse the 2026-06-29 manual-only stance; MEMORY sync + globals-derived + mirror hosts now auto on hooks/cron with grill-on-drift.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/cloud-publish-knowledge-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/cloud-publish-knowledge-2026-07-03/OKF bundle mirrored to public URL; Kiso as build engine; CF Pages host; llms.txt + sitemap.xml + RSS/Atom on top.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/boone-as-okf-search-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/boone-as-okf-search-2026-07-03/Community boone CLI (BM25 + graph) adopted for OKF search; swap into UserPromptSubmit hook; stdlib script kept as fallback.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/dropped-agent-configs-early-cleanup-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/dropped-agent-configs-early-cleanup-2026-07-03/.opencode/.kilocode/.antigravity/.mimo/ config directories deleted now instead of waiting 2026-10-02; pointer stubs preserved for AGENTS.md portability.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/cloud-publish-skills-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/cloud-publish-skills-2026-07-03/agent-skills submodule published to CF Pages branded site + skillshare/openskills registry + GH Pages default. Maximum reach.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/okf-build-engine-astro-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/okf-build-engine-astro-2026-07-03/Fresh verification found Kiso is HN-post-only (no npm/repo). Fallback to custom Astro via api-fleet-template pattern. Revisit Kiso when installable.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/knowledge-mcp-server-public-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/knowledge-mcp-server-public-2026-07-03/MCP server exposing knowledge/ OKF bundle over MCP; boone-backed; no auth; any AGENTS.md-reader can wire and query.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/memory-cross-machine-sync-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/memory-cross-machine-sync-2026-07-03/Private GH repo with sops+age encrypted MEMORY.md and per-project memory/ trees. Auto-push on session end, auto-pull on session start.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/okf-publishing-conventions-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/okf-publishing-conventions-2026-07-03/Filenames, feeds, structure for public OKF bundles at knowledge.oriz.in / skills.oriz.in; adopts Kiso defaults + adds RSS/Atom first-mover.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/org-dissolved-migration-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/org-dissolved-migration-2026-07-03/GitHub org dissolved 2026-07-03; all repos + workspace umbrella now under chirag127 personal account; sweep replaces all references.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/okf-v0.2-upstream-to-google-2026-07-03https://knowledge.oriz.in/decisions/agent-tooling/okf-v0.2-upstream-to-google-2026-07-03PR to GoogleCloudPlatform/knowledge-catalog proposing optional `confidence` and `durability` fields; agentmemory precedent cited.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/rules-become-skills-2026-07-03/https://knowledge.oriz.in/decisions/agent-tooling/rules-become-skills-2026-07-03/Every knowledge/rules/agent/*.md compiled to a SKILL.md so rules are invokable as skills; cross-linked, not merged.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/process/userscripts-audit-2026-07-03/https://knowledge.oriz.in/decisions/process/userscripts-audit-2026-07-03/Automated inventory + static-scan of 137 installed userscripts. 1 provable finding filed; rest logged for future triage.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/cross-machine-parity-via-sync/https://knowledge.oriz.in/rules/agent/cross-machine-parity-via-sync/Every machine can act as primary; sync auto keeps them equal; no machine-specific state that can't be reproduced from cloud+workspace.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/everything-durable-to-cloud/https://knowledge.oriz.in/rules/agent/everything-durable-to-cloud/Every long-lived artefact (knowledge, skills, memory, secrets, repo mirrors) has a cloud copy; local machine is a cache, not source of truth.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/okf-ecosystem-first-mover/https://knowledge.oriz.in/rules/agent/okf-ecosystem-first-mover/When a new tool/format/convention emerges in the OKF ecosystem, adopt fast + contribute upstream — first-mover shapes the standard.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/architecture/security/strix-ai-pentesting-2026-07-03/https://knowledge.oriz.in/decisions/architecture/security/strix-ai-pentesting-2026-07-03/Strix open-source agentic DAST+LLM pentesting wired into ci-astro-api shared workflow.Fri, 03 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/branding/brand-independent-naming-2026-07-02/https://knowledge.oriz.in/branding/brand-independent-naming-2026-07-02/All chirag127/* repos use descriptive names without brand prefix. Enables future brand/domain migration without repo renames. Only npm package scope will migrate separately (deferred).Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/branding/chirag127-owns-everything-2026-07-02/https://knowledge.oriz.in/branding/chirag127-owns-everything-2026-07-02/Every repo (own, forks, workflows, umbrella) lives under chirag127. oriz-org GitHub org is dissolved. Secrets consolidated in the umbrella (chirag127/workspace).Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/agent-tooling/fleet-cut-to-cc-only-2026-07-02/https://knowledge.oriz.in/decisions/agent-tooling/fleet-cut-to-cc-only-2026-07-02/Drop ZCode, OpenCode, Kilo Code, Antigravity, MiMoCode from installed fleet. Claude Code + Bedrock chain is the sole agent.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/fleet/scope-cut-reversed-2026-07-02/https://knowledge.oriz.in/decisions/fleet/scope-cut-reversed-2026-07-02/Reverses scope-cut-2026-06-25. Every archived repo unarchived and returns to the maintained fleet. Fleet now = 119 (20 active + 99 revived). Maintenance level: alive (Dependabot + working CI), not full-feature reactivation.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/stack/dagger-confirmed-2026-07-02/https://knowledge.oriz.in/decisions/stack/dagger-confirmed-2026-07-02/After a re-grill on Dagger's disadvantages (Docker dep, cold start, ecosystem loss), the 2026-07-01 pipeline-stack decision is confirmed. Full retro-migration of all 20 own/* repos proceeds. Local pipeline runs justify Dagger over `act`.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/stack/langchain-deferred-2026-07-02/https://knowledge.oriz.in/decisions/stack/langchain-deferred-2026-07-02/LangChain / LangGraph / LangSmith / integrations. Not adopted, not rejected. Current MCP + skills + AGENTS.md stack covers the same surface. Revisit in 3 months if real gaps surface.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/runbooks/operations/screenpipe-dev-gui-corp-vdi/https://knowledge.oriz.in/runbooks/operations/screenpipe-dev-gui-corp-vdi/Run the full screenpipe desktop GUI in dev mode (free, no build needed) on Windows 11 corp VDI using the chirag127/screenpipe fork.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/runbooks/operations/deploy-workflow-usage-2026-07-02/https://knowledge.oriz.in/runbooks/operations/deploy-workflow-usage-2026-07-02/How to trigger, test, and debug .github/workflows/deploy.yml on chirag127/workspace.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/runbooks/security/workspace-dispatch-pat-setup/https://knowledge.oriz.in/runbooks/security/workspace-dispatch-pat-setup/Create fine-grained PAT for downstream repos to trigger umbrella deploy via repository_dispatch.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/agents-md-living-doc/https://knowledge.oriz.in/rules/agent/agents-md-living-doc/AGENTS.md is not written-once. When a recurring issue surfaces during development (tool quirk, banned pattern, style rule), update AGENTS.md before moving on. Solve once, document, forget.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/context-interview/https://knowledge.oriz.in/rules/agent/context-interview/When unsure what context is needed for a task, agent asks the user targeted questions BEFORE attempting. 'Ask me any further questions you need to achieve the best result.'Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/distill-winning-prompt/https://knowledge.oriz.in/rules/agent/distill-winning-prompt/After long back-and-forth to reach a working answer, ask Claude to write the prompt that would have gotten there first-try. Save that prompt. Skip the iteration next time.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/draft-not-send/https://knowledge.oriz.in/rules/agent/draft-not-send/Never send/publish/post/comment/PR-file externally without explicit human approval. Draft means draft. Insurance-agent-sent-email pattern is the failure mode this prevents.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/fable-5-prompting/https://knowledge.oriz.in/rules/agent/fable-5-prompting/Six locked prompting habits for Claude Fable 5: give why, negative-prompt, act when enough, make it prove, don't ask for reasoning, say less. Plus safety-router awareness (Fable→Opus 4.8 on suspicious intent).Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/grill-before-adding-rule/https://knowledge.oriz.in/rules/agent/grill-before-adding-rule/Every proposed rule triggers a grill to determine if it belongs as a rule, skill, hook, knowledge file, or AGENTS.md line. Adding rules without grilling = knowledge bloat.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/ground-first-ask-second/https://knowledge.oriz.in/rules/agent/ground-first-ask-second/For tasks requiring domain knowledge or fresh context, send a research/ground prompt FIRST, then the action prompt. Two-prompt pattern. Reduces hallucination + generic answers.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/icc-prompt-formula/https://knowledge.oriz.in/rules/agent/icc-prompt-formula/Every non-trivial prompt must have all three: what to do (instructions), what to know (context), what shape/limits apply (constraints). Order doesn't matter, completeness does. Optional: output example.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/iterate-before-skill/https://knowledge.oriz.in/rules/agent/iterate-before-skill/Never invoke skill-creator on the first attempt. Iterate manually 3-5 times, tag responses as good/bad with reasoning, THEN distill into a skill. Prevents overfit-on-one-example.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/memory-review-monthly/https://knowledge.oriz.in/rules/agent/memory-review-monthly/Auto-saved memory files (~/.claude/projects/*/memory/MEMORY.md) get stale — 'currently working on X' after X shipped. Monthly review + prune.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/own-memory-rent-intelligence/https://knowledge.oriz.in/rules/agent/own-memory-rent-intelligence/Memory + skills + orchestration are portable and belong to you. Intelligence (frontier models) is rented — swap providers freely. Never couple your knowledge to one vendor's tool.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/practical-vibe-coding/https://knowledge.oriz.in/rules/agent/practical-vibe-coding/Neither over-plan nor yolo. Iterate feature-by-feature with an anchoring AGENTS.md, focused ICC prompts, behavior-constraints, and verify each before starting next. The umbrella framework.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/proactive-knowledge-capture/https://knowledge.oriz.in/rules/agent/proactive-knowledge-capture/Every session that surfaces a durable insight, decision, taste rule, or pattern must write it to knowledge/ or memory/ in the same turn. Don't wait for user to ask.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/session-hygiene/https://knowledge.oriz.in/rules/agent/session-hygiene/Reset chat/session when moving between distinct features. Stale context leaks confuse the agent and waste tokens. Stay in same chat only when tied to what you just built.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/subagent-transparency/https://knowledge.oriz.in/rules/agent/subagent-transparency/When spawning a subagent, show what it will do + return format + verification plan. Summarize subagent output back to user before acting on it.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/small-composable-skills/https://knowledge.oriz.in/rules/agent/small-composable-skills/One skill does one thing well. Chain 4-6 small skills > one 500-line mega-skill. Enables auto-invocation per sub-task + composition across workflows.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/ticketing-primitive/https://knowledge.oriz.in/rules/agent/ticketing-primitive/Every multi-step operation and every external-state operation goes through the task system. No hidden work in chain-of-thought.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/development/everything-in-dagger/https://knowledge.oriz.in/rules/development/everything-in-dagger/All CI/CD logic lives in Dagger TS modules. GitHub Actions, GitLab CI, Woodpecker, Codeberg are 5-line wrappers that call `dagger call`. No real logic in YAML.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/architecture/agent-tooling/mcp-toolbox-allowlist-2026-07-02/https://knowledge.oriz.in/decisions/architecture/agent-tooling/mcp-toolbox-allowlist-2026-07-02/Blessed MCP server allowlist grouped by purpose plus audit notes flagging duplicates, health-check candidates, and removal candidates.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/architecture/agent-tooling/hybrid-dagger-gha-2026-07-02/https://knowledge.oriz.in/decisions/architecture/agent-tooling/hybrid-dagger-gha-2026-07-02/Per-class Dagger modules in chirag127/workflows. GHA = 5-line adapter. Tauri Windows = GHA host for cargo, Dagger for portable parts. Both cacheVolume() + actions/cache.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/architecture/agent-tooling/reusable-workflows-layered-2026-07-02/https://knowledge.oriz.in/decisions/architecture/agent-tooling/reusable-workflows-layered-2026-07-02/chirag127/oriz-workflows publishes reusable GH Actions workflows per repo class. Each workflow calls `dagger call` — the actual logic lives in Dagger TS modules. Downstream repos are 5-line pins.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/architecture/agent-tooling/sap-hyperspace-crawl-2026-07-02/https://knowledge.oriz.in/decisions/architecture/agent-tooling/sap-hyperspace-crawl-2026-07-02/Crawl of SAP corp AI-proxy docs + internal GHE profile blocked by MS Entra SSO; requires user's live browser session.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/decisions/architecture/agent-tooling/workspace-owns-secrets-2026-07-02/https://knowledge.oriz.in/decisions/architecture/agent-tooling/workspace-owns-secrets-2026-07-02/chirag127/workspace umbrella holds ALL deploy secrets. Per-repo CI runs public-only (lint/test/build). Deploy triggered via repository_dispatch after CI green.Thu, 02 Jul 2026 00:00:00 GMThttps://knowledge.oriz.in/rules/agent/preferences/proactive-creative-workarounds/https://knowledge.oriz.in/rules/agent/preferences/proactive-creative-workarounds/When a constraint blocks the ideal path, suggest a creative workaround before reporting the blocker. Blocked = opportunity to be creative.Thu, 02 Jul 2026 00:00:00 GMT