{"id":2054,"date":"2026-07-18T06:49:35","date_gmt":"2026-07-18T13:49:35","guid":{"rendered":"http:\/\/macdaddy4sure.ai\/?p=2054"},"modified":"2026-07-18T06:49:35","modified_gmt":"2026-07-18T13:49:35","slug":"fallacy-bias-checks","status":"publish","type":"post","link":"http:\/\/macdaddy4sure.ai\/index.php\/2026\/07\/18\/fallacy-bias-checks\/","title":{"rendered":"Fallacy & Bias Checks"},"content":{"rendered":"\n

Educational reasoning hygiene for _AugmentedIntelligence: offline heuristics always<\/strong>, optional deep LLM batteries<\/strong>, and a link into coping \/ body equilibrium<\/strong> when flag counts spike.<\/p>\n\n\n\n

Modes<\/h2>\n\n\n\n
Mode<\/strong><\/td>How<\/strong><\/td>Cost<\/strong><\/td><\/tr>
Fast (default)<\/strong><\/td>ReasoningHeuristic.hpp pattern detectors<\/td>No LLM<\/td><\/tr>
Deep<\/strong><\/td>fallacy on \/ bias on then check\/audit, or reasoning audit deep<\/td>Many LLM calls<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

FallacyCheck \/ BiasCheck always run heuristics first. Deep detectors run only when enabled or forced.<\/p>\n\n\n\n

Commands<\/h2>\n\n\n\n

[text]
<\/em>fallacy check <text>          # heuristics (and deep if fallacy on)
fallacy on | off              # deep LLM fallacy battery
bias check <text>
bias on | off
reasoning status
reasoning selftest
reasoning audit <text>        # fallacies + biases + distortions + coping + equilibrium
reasoning audit deep <text>
reasoning equilibrium <text>  # audit + nudge coping setpoints
reasoning coping bridge <text>
reasoning coping apply <text>
reasonkit status|selftest|audit|fallacy|bias<\/p>\n\n\n\n

Equilibrium link<\/h2>\n\n\n\n

When an audit finds multiple flags:<\/p>\n\n\n\n

Flag count<\/strong><\/td>Regulation<\/strong><\/td><\/tr>
\u2265 2<\/td>Coping::OnStressSignal<\/td><\/tr>
\u2265 3<\/td>setpoint \u2192 calm-alert<\/td><\/tr>
\u2265 5<\/td>setpoint \u2192 restorative + stronger stress signal<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

This is the \u201creasoning body returns toward equilibrium\u201d path: treat flawed argumentation as an error signal, not only a label dump.<\/p>\n\n\n\n

Files<\/h2>\n\n\n\n
Path<\/strong><\/td>Role<\/strong><\/td><\/tr>
ReasoningHeuristic.hpp<\/td>Offline detectors<\/td><\/tr>
Fallacy.cpp \/ Bias.cpp<\/td>*CheckFast + gated deep batteries<\/td><\/tr>
ReasoningAudit.*<\/td>Unified audit, explains, coping, equilibrium<\/td><\/tr>
ReasoningIntegration.*<\/td>LLM shield \/ automation hooks<\/td><\/tr>
reasonkit plugin<\/td>Plugin SDK fa\u00e7ade<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

Self-test<\/h2>\n\n\n\n

[text]
<\/em>reasoning selftest<\/p>\n\n\n\n

Expects heuristic hits on dilemma\/slope and confirmation\/automation examples.<\/p>\n\n\n\n

Notes<\/h2>\n\n\n\n
    \n
  • Pattern flags are suggestive<\/strong>, not verdicts. Prefer human review for high-stakes text.<\/li>\n\n\n\n
  • Ethics \/ listening \/ safety callers now get heuristic<\/strong> hits without enabling deep mode (cheap, always-on hygiene).<\/li>\n\n\n\n
  • Deep mode remains off at startup so boot and continuous listening do not fire serial LLM batteries.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

    Educational reasoning hygiene for _AugmentedIntelligence: offline heuristics always, optional deep LLM batteries, and a link into coping \/ body equilibrium when flag counts spike. Modes Mode How Cost Fast (default) ReasoningHeuristic.hpp pattern detectors No LLM Deep fallacy on \/ bias on then check\/audit, or reasoning audit deep Many LLM calls FallacyCheck \/ BiasCheck always run […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2054","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts\/2054","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/comments?post=2054"}],"version-history":[{"count":1,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts\/2054\/revisions"}],"predecessor-version":[{"id":2055,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts\/2054\/revisions\/2055"}],"wp:attachment":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/media?parent=2054"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/categories?post=2054"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/tags?post=2054"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}