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github elmatadorz firstprinciplecodex os skill reduce hallucinations through first principles reasoning verification self critique and explicit uncertainty for ai agents github skip to content navigation menu toggle navigation sign in appearance settings platform ai code creation github copilot write better code with ai github copilot app direct agents from issue to merge mcp registry new integrate external tools developer workflows actions automate any workflow codespaces instant dev environments issues plan and track work code review manage code changes code quality enforce quality at merge application security github advanced security find and fix vulnerabilities code security secure your code as you build secret protection stop leaks before they start explore why github documentation blog changelog marketplace view all features solutions by company size enterprises small and medium teams startups nonprofits by use case app modernization devsecops devops ci cd view all use cases by industry healthcare financial services manufacturing government view all industries view all solutions resources explore by topic ai software development devops security view all topics explore by type customer stories events webinars ebooks reports business insights github skills support services documentation customer support community forum trust center partners view all resources open source community github sponsors fund open source developers programs security lab maintainer community accelerator github stars archive program repositories topics trending collections enterprise enterprise solutions enterprise platform ai powered developer platform available add ons github advanced security enterprise grade security features copilot for business enterprise grade ai features premium support enterprise grade 24 7 support pricing search or jump to search code repositories users issues pull requests search clear search syntax tips provide feedback we read every piece of feedback and take your input very seriously include my email address so i can be contacted cancel submit feedback saved searches use saved searches to filter your results more quickly name query to see all available qualifiers see our documentation cancel create saved search sign in sign up appearance settings resetting focus you signed in with another tab or window reload to refresh your session you signed out in another tab or window reload to refresh your session you switched accounts on another tab or window reload to refresh your session dismiss alert message elmatadorz firstprinciplecodex os skill public notifications you must be signed in to change notification settings fork 5 star 28 code issues 0 pull requests 0 actions projects wiki security and quality 0 insights additional navigation options code issues pull requests actions projects wiki security and quality insights elmatadorz firstprinciplecodex os skill main branches tags go to file code open more actions menu folders and files name name last commit message last commit date latest commit history 36 commits 36 commits github github reference reference example example gitignore gitignore changelog md changelog md contributing md contributing md license md license md readme md readme md skill md skill md view all files repository files navigation readme contributing license more items first principle codex os fpcos v1 0 anti hallucination cognitive base layer for claude skills what is fpcos hallucination in llms is not a bug it is an emergent property of systems that lack an epistemological gate between pattern completion and verified truth output fpcos solves this by embedding a verification first cognitive architecture as a shared base layer that every claude skill can inherit creating a universal os where every claim must pass first principle kalama10 verification every problem must be framed through ariya4 before solutions are proposed every system analysis maps feedback loops leverage and dead weight compound mind synthesizes across domains without single axis traps every output must survive shadow gate self critique non skippable architecture fpcos base layer v1 0 l0 reality anchor l1 axiom gate l2 system lens l3 compound mind l4 shadow gate l5 synthesis non skippable skill interface layer connect any domain finance coffee strategy medical code layer name function l0 reality anchor declare known inferred unknown before any claim l1 axiom gate first principle kalama10 10 rejection test ariya4 l2 system lens map variables feedback loops leverage dead weight l3 compound mind all path mapping cross domain synthesis l4 shadow gate 5 protocol self critique always runs non skippable l5 synthesis verified output with mandatory confidence field quick start install as a claude skill copy the entire skill md file contents in claude ai settings skills create new skill paste the content name it first principle codex os save and activate use as base for your own skill name your skill name base_os first principle codex os base_os_version 1 0 description your skill description here built on fpcos v1 0 by bunyawat dechanon elmatadorz skill interface contract contract removable 01 inherit reality anchor l0 02 apply kalama10 as proof standard l1 03 use ariya4 for problem framing l1 04 run shadow gate before output l4 05 state confidence and unknowns l5 skills may add layers between l2 l4 rename layers for domain skills may not remove l0 l1 l4 l5 violate kalama10 repo structure fpcos skill md main skill file copy this readme md license md changelog md contributing md references codex_kalama md codex_ariya4 md shadow_gate_deep md compound_mind_patterns md skill_inheritance md anti_hallucination md examples example finance skill md example research skill md github issue_template bug_report md skill_proposal md pull_request_template md license open cognitive license v1 0 free non commercial commercial revenue 10m usd year 2 gross revenue systems generating 10m usd year attribution required built on fpcos v1 0 by bunyawat dechanon elmatadorz author bunyawat dechanon elmatadorz ระบบที่ดีที่สุดคือระบบที่ตั้งคำถามกับตัวเองได้ และยังทำงานได้ต่อ the best system is one that questions itself and still functions judgment007 gmail com about reduce hallucinations through first principles reasoning verification self critique and explicit uncertainty for ai agents github com elmatadorz topics security knowledge verification fact checking reasoning cognitive architecture knowledge engineering system thinking agent ops philosophy of ai anti hallucination hallucination reduction first principle framework resources readme license view license contributing contributing uh oh there was an error while loading please reload this page activity stars 28 stars watchers 0 watching forks 5 forks report repository releases no releases published packages 0 uh oh there was an error while loading please reload this page contributors uh oh there was an error while loading please reload this page 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