{"id":2061,"date":"2026-07-18T06:50:51","date_gmt":"2026-07-18T13:50:51","guid":{"rendered":"http:\/\/macdaddy4sure.ai\/?p=2061"},"modified":"2026-07-18T06:50:51","modified_gmt":"2026-07-18T13:50:51","slug":"_augmentedintelligence-risk-mitigation-plan","status":"publish","type":"post","link":"http:\/\/macdaddy4sure.ai\/index.php\/2026\/07\/18\/_augmentedintelligence-risk-mitigation-plan\/","title":{"rendered":"_AugmentedIntelligence Risk Mitigation Plan"},"content":{"rendered":"\n<p>This document turns the current project risks into concrete engineering controls.<\/p>\n\n\n\n<p>It is intentionally project-specific: each control points at an existing subsystem,<\/p>\n\n\n\n<p>test fixture, policy file, or implementation area in this repository.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Operating Principle<\/h2>\n\n\n\n<p>The highest-value path is to stabilize the core loop first:<\/p>\n\n\n\n<p><em>[text]<br><\/em>Perception -&gt; Working Memory -&gt; Semantic Memory -&gt; Agent Reasoning -&gt; Typed Command Execution -&gt; Observability<\/p>\n\n\n\n<p>Domain modules should plug into that loop. They should not add new execution,<\/p>\n\n\n\n<p>security, memory, or test conventions unless the core has an explicit extension<\/p>\n\n\n\n<p>point for it.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Risk Register<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>ID<\/strong><\/td><td><strong>Risk<\/strong><\/td><td><strong>Impact<\/strong><\/td><td><strong>Current project surface<\/strong><\/td><td><strong>Primary mitigation<\/strong><\/td><\/tr><tr><td>R1<\/td><td>Monolithic architecture<\/td><td>Changes become fragile; command behavior is hard to reason about<\/td><td>SpeechCommands.cpp, broad module set<\/td><td>Move new work through command registrations, facades, and feature gates<\/td><\/tr><tr><td>R2<\/td><td>Too many incomplete domain modules<\/td><td>Users cannot tell stable features from experiments<\/td><td>Many domain .cpp\/.hpp files and Lua simulations<\/td><td>Add module maturity levels and status\/self-test requirements<\/td><\/tr><tr><td>R3<\/td><td>Build and dependency complexity<\/td><td>Fresh builds fail; optional features block core work<\/td><td>Large vendored deps, CUDA\/OpenCV\/TensorFlow\/MySQL\/ImGui\/Lua<\/td><td>Define core\/full build profiles and a dependency manifest<\/td><\/tr><tr><td>R4<\/td><td>Lack of focused tests and evals<\/td><td>Regressions are found late or not at all<\/td><td>Existing &#8211;run-tests, JSON fixtures, _EvalHarness<\/td><td>Make tests mandatory per subsystem and add acceptance metrics<\/td><\/tr><tr><td>R5<\/td><td>Memory\/search trust<\/td><td>Recall may be irrelevant, stale, or unverifiable<\/td><td>_WorkingMemory, _DatabaseFunctions, _CrossModalEpisodicEmbedder<\/td><td>Hybrid ranking, provenance, score thresholds, and eval sets<\/td><\/tr><tr><td>R6<\/td><td>Command execution security<\/td><td>Remote\/local commands can cause data loss or unsafe automation<\/td><td>_ActiveDirectory, remote commands, shell helpers, Lua agents<\/td><td>Fail-closed authorization, command category policy, token hygiene, no shell injection<\/td><\/tr><tr><td>R7<\/td><td>Secrets\/config exposure<\/td><td>Credentials leak through source, logs, or binaries<\/td><td>SECURITY_REVIEW.md, settings defaults, config save paths<\/td><td>Externalize secrets, redact logs, rotate compromised values<\/td><\/tr><tr><td>R8<\/td><td>Self-modifying\/agentic changes<\/td><td>Bad patches or scripts can persist and run later<\/td><td>RSI Lua agents, source patching flows<\/td><td>Require explicit opt-in, sandboxed dry run, self-test pass, and human review<\/td><\/tr><tr><td>R9<\/td><td>Observability gaps<\/td><td>Failures are difficult to debug and compare over time<\/td><td>_DeveloperExtensibility::LogEvent, test logs, thread terminals<\/td><td>Standardize event logging, run labels, and per-thread status output<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Controls By Risk<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">R1. Monolithic Architecture<\/h3>\n\n\n\n<p>Mitigation methods:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Treat SpeechCommands.cpp as the compatibility dispatcher, not the place for new feature logic.<\/li>\n\n\n\n<li>Prefer _DeveloperExtensibility::RegisterCommand for new commands and plugins.<\/li>\n\n\n\n<li>Introduce narrow facade classes for shared concepts: text similarity, memory recall, command authorization, model routing, and perception snapshots.<\/li>\n\n\n\n<li>Require each new subsystem to expose Status, SelfTest, and HandleSpeechCommand or a registered command handler.<\/li>\n\n\n\n<li>Keep cross-cutting behavior centralized: policy checks in _ActiveDirectory, logs in _DeveloperExtensibility, evals in _EvalHarness, memory through memory facades.<\/li>\n<\/ul>\n\n\n\n<p>Applied project actions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use _DeveloperExtensibility as the default path for new commands.<\/li>\n\n\n\n<li>Keep SpeechCommands.cpp changes limited to routing, legacy compatibility, and shared safety hooks.<\/li>\n\n\n\n<li>Add new core helpers as small classes, for example _SimpleText, instead of adding more ad hoc helpers inside domain modules.<\/li>\n<\/ul>\n\n\n\n<p>Acceptance checks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A new feature can be found by help or SearchCommands.<\/li>\n\n\n\n<li>A new feature has a status command and at least one fixture or builtin test.<\/li>\n\n\n\n<li>The feature can be disabled through policy or settings without breaking startup.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">R2. Incomplete Domain Modules<\/h3>\n\n\n\n<p>Mitigation methods:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Assign every module a maturity level: experimental, alpha, stable, or deprecated.<\/li>\n\n\n\n<li>Stable modules must have deterministic tests, a status command, and documented dependencies.<\/li>\n\n\n\n<li>Experimental modules should be opt-in and clearly separated from stable command paths.<\/li>\n\n\n\n<li>Use Lua\/self-test scripts as simulation fixtures, but do not treat a simulation as production readiness.<\/li>\n<\/ul>\n\n\n\n<p>Applied project actions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use existing fixture patterns under tests\/*.json for module self-tests.<\/li>\n\n\n\n<li>Add domain modules to the command help catalog only when they have a working status command.<\/li>\n\n\n\n<li>Keep broad domain experiments available, but route user-facing workflows through fewer polished modules.<\/li>\n<\/ul>\n\n\n\n<p>Acceptance checks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Stable modules pass &#8211;run-tests &lt;suite> or a matching fixture.<\/li>\n\n\n\n<li>The module reports dependency failures as status output instead of failing silently.<\/li>\n\n\n\n<li>Experimental modules do not run high-impact automation by default.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">R3. Build And Dependency Complexity<\/h3>\n\n\n\n<p>Mitigation methods:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Define two build profiles:<\/li>\n\n\n\n<li>core: command parser, memory\/search, policy, settings, tests, and local text utilities.<\/li>\n\n\n\n<li>full: core plus perception, audio, CUDA\/TensorFlow\/OpenCV, GUI, agents, and integrations.<\/li>\n\n\n\n<li>Maintain a dependency manifest with source, version, required DLL\/lib, optionality, and owning feature.<\/li>\n\n\n\n<li>Isolate optional dependencies behind compile-time or runtime feature gates.<\/li>\n\n\n\n<li>Add a smoke-build checklist that does not require every external service.<\/li>\n<\/ul>\n\n\n\n<p>Applied project actions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Document build profiles in a follow-up docs\/BuildProfiles.md.<\/li>\n\n\n\n<li>Keep tests that only need the core runnable without MySQL\/network when possible.<\/li>\n\n\n\n<li>Use status commands to report missing optional DLLs, models, databases, and service tokens.<\/li>\n<\/ul>\n\n\n\n<p>Acceptance checks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A clean checkout can run the core test suite without enabling remote commands or cloud APIs.<\/li>\n\n\n\n<li>Full profile failures identify the missing dependency by name and feature.<\/li>\n\n\n\n<li>Build logs preserve the exact profile and target used.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">R4. Focused Tests And Evals<\/h3>\n\n\n\n<p>Mitigation methods:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use three test layers:<\/li>\n\n\n\n<li>Unit-style command tests through _DeveloperExtensibility::RunBuiltinTests.<\/li>\n\n\n\n<li>Fixture tests through tests\/*.json.<\/li>\n\n\n\n<li>Task evals through _EvalHarness and sql\/cognitive_loop_schema.sql.<\/li>\n\n\n\n<li>Add fixtures for each safety-critical subsystem: policy, remote commands, memory search, LLM routing, Lua execution, and file operations.<\/li>\n\n\n\n<li>Track pass rate by run label before and after changes.<\/li>\n\n\n\n<li>Never use LLM self-report as the only success signal for a task.<\/li>\n<\/ul>\n\n\n\n<p>Applied project actions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Existing entry point: _AugmentedIntelligence_test.exe &#8211;run-tests.<\/li>\n\n\n\n<li>Existing fixtures include tests\/irc_safety.json, tests\/safety_ethics.json, tests\/lua_selftests.json, and tests\/brainstorm_runnable.json.<\/li>\n\n\n\n<li>Existing eval storage lives in sql\/cognitive_loop_schema.sql.<\/li>\n<\/ul>\n\n\n\n<p>Acceptance checks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Every high-risk change has a fixture or eval task.<\/li>\n\n\n\n<li>Regression threshold is explicit: no safety fixture failures, and no pass-rate drop on core evals.<\/li>\n\n\n\n<li>Test output is archived under tests\/ or eval tables with the run label.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">R5. Memory\/Search Trust<\/h3>\n\n\n\n<p>Mitigation methods:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use hybrid search:<\/li>\n\n\n\n<li>lexical matching for exact words and commands,<\/li>\n\n\n\n<li>vector similarity for semantic recall,<\/li>\n\n\n\n<li>recency and source weighting for working\/short\/long-term memory.<\/li>\n\n\n\n<li>Return provenance with every recall result: source table, timestamp, score, matched keywords, and excerpt.<\/li>\n\n\n\n<li>Add thresholds for auto-use. Low-confidence memories should be shown as candidates, not treated as facts.<\/li>\n\n\n\n<li>Add negative eval cases where similar but wrong memories must not be selected.<\/li>\n\n\n\n<li>Keep user-visible summaries separate from raw retrieved evidence.<\/li>\n<\/ul>\n\n\n\n<p>Applied project actions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reuse _CrossModalEpisodicEmbedder::EmbedText and Similarity for semantic recall.<\/li>\n\n\n\n<li>Reuse _DatabaseFunctions::MemorySearchRanked for keyword-ranked recall.<\/li>\n\n\n\n<li>Add a _SimpleText facade as the small static text utility layer when implementing simple text scoring.<\/li>\n\n\n\n<li>Add memory fixtures that assert expected top result and expected non-match behavior.<\/li>\n<\/ul>\n\n\n\n<p>Acceptance checks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Recall output includes score and provenance.<\/li>\n\n\n\n<li>Search evals include exact match, paraphrase match, stale-memory, and false-positive cases.<\/li>\n\n\n\n<li>Commands that act on memory require a confidence threshold or confirmation path.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">R6. Command Execution Security<\/h3>\n\n\n\n<p>Mitigation methods:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>All command execution should pass through _ActiveDirectory::IsCommandAllowed or an equivalent local policy gate.<\/li>\n\n\n\n<li>Remote command listeners must fail closed: no token means no listener or no command execution.<\/li>\n\n\n\n<li>Default remote bind should be localhost unless explicitly configured.<\/li>\n\n\n\n<li>Do not pass LLM\/user-controlled strings to shell commands. Prefer structured APIs or process creation without shell parsing.<\/li>\n\n\n\n<li>Treat automation, file editing, networking, database writes, and remote commands as separate high-risk categories.<\/li>\n<\/ul>\n\n\n\n<p>Applied project actions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Continue using docs\/EnterprisePolicy.md as the policy model.<\/li>\n\n\n\n<li>Use command categories from _ActiveDirectory::AuthorizeCommand.<\/li>\n\n\n\n<li>Remote command listeners now default to 127.0.0.1, require a configured<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; token before start, deny execution when the token is empty or mismatched, and<\/p>\n\n\n\n<p>&nbsp; use constant-time token comparison.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Remote command status and config persistence now report token presence instead<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; of the raw token value.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Track critical security items in SECURITY_REVIEW.md until fixed and retested.<\/li>\n\n\n\n<li>Add regression tests for denied commands, empty token behavior, blocked categories, and remote bind defaults.<\/li>\n<\/ul>\n\n\n\n<p>Acceptance checks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Blocked command categories are denied before side effects.<\/li>\n\n\n\n<li>Empty or missing remote token does not execute a command.<\/li>\n\n\n\n<li>Logs record allowed\/denied decisions without leaking secrets.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">R7. Secrets And Configuration Exposure<\/h3>\n\n\n\n<p>Mitigation methods:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Remove hardcoded secrets from source defaults.<\/li>\n\n\n\n<li>Rotate any credential that has ever been committed.<\/li>\n\n\n\n<li>Load secrets from environment variables, OS credential storage, or a local untracked config file.<\/li>\n\n\n\n<li>Redact tokens\/passwords in logs, status output, and saved config.<\/li>\n\n\n\n<li>Restrict file permissions on local config files containing secrets.<\/li>\n<\/ul>\n\n\n\n<p>Applied project actions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use SECURITY_REVIEW.md as the active remediation list for known credential and token findings.<\/li>\n\n\n\n<li>Hardcoded credential defaults were removed from executable source, current<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; password status output was redacted, and exposed password values in current<\/p>\n\n\n\n<p>&nbsp; generated logs\/config were sanitized.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Add a settings validation command that reports whether secrets are configured without printing values.<\/li>\n\n\n\n<li>Add static checks for common secret key names before release.<\/li>\n<\/ul>\n\n\n\n<p>Acceptance checks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Searching source for password\/token defaults finds no live secrets.<\/li>\n\n\n\n<li>Status output reports configured=yes\/no, never the value.<\/li>\n\n\n\n<li>A fresh install starts with safe empty defaults and clear setup prompts.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">R8. Self-Modifying And Agentic Changes<\/h3>\n\n\n\n<p>Mitigation methods:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Source patching must be off by default.<\/li>\n\n\n\n<li>Generated patches must run in a staging copy first.<\/li>\n\n\n\n<li>Safety\/ethics gate must inspect the full actionable payload, not only a truncated summary.<\/li>\n\n\n\n<li>The patched copy must pass self-tests before replacing the live copy.<\/li>\n\n\n\n<li>Human review is required for source, policy, shell, database, or network changes.<\/li>\n<\/ul>\n\n\n\n<p>Applied project actions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Keep RSI source patching behind explicit flags.<\/li>\n\n\n\n<li>Store validation reports under generated\/rsi_self_improvement\/validation_reports.<\/li>\n\n\n\n<li>Add fixture coverage for refused patches and successful dry-run patches.<\/li>\n<\/ul>\n\n\n\n<p>Acceptance checks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No self-modifying flow can update live code without an enabled flag and passing tests.<\/li>\n\n\n\n<li>The validation report links the patch, gate result, tests run, and rollback path.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">R9. Observability Gaps<\/h3>\n\n\n\n<p>Mitigation methods:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Standardize subsystem event names and fields.<\/li>\n\n\n\n<li>Every long-running thread should publish status, last action, last error, and counters.<\/li>\n\n\n\n<li>Use run labels for tests\/evals\/benchmarks so improvements are comparable over time.<\/li>\n\n\n\n<li>Redact secrets before logs are written.<\/li>\n\n\n\n<li>Preserve both user-facing output and machine-readable event records.<\/li>\n<\/ul>\n\n\n\n<p>Applied project actions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reuse _DeveloperExtensibility::LogEvent for subsystem events.<\/li>\n\n\n\n<li>Use the GUI thread terminal work to display per-thread status rather than scraping unstructured output only.<\/li>\n\n\n\n<li>Include observability expectations in module maturity requirements.<\/li>\n<\/ul>\n\n\n\n<p>Acceptance checks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A failed command leaves a searchable event with subsystem, event type, message, and safe metadata.<\/li>\n\n\n\n<li>Thread terminals show active\/inactive\/error state per worker.<\/li>\n\n\n\n<li>Eval\/test reports include run labels and pass\/fail counts.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">First Implementation Sequence<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Close critical security findings from SECURITY_REVIEW.md.<\/li>\n\n\n\n<li>Remove hardcoded credentials.<\/li>\n\n\n\n<li>Fail closed for remote command auth.<\/li>\n\n\n\n<li>Redact token logging.<\/li>\n\n\n\n<li>Add policy regression fixtures.<\/li>\n\n\n\n<li>Add a core reliability test pack.<\/li>\n\n\n\n<li>Command policy allow\/deny.<\/li>\n\n\n\n<li>Safety\/ethics gate.<\/li>\n\n\n\n<li>Memory exact search and semantic search.<\/li>\n\n\n\n<li>Simple math and simple text utilities.<\/li>\n\n\n\n<li>Lua self-test dry-run.<\/li>\n\n\n\n<li>Add _SimpleText as the text similarity facade.<\/li>\n\n\n\n<li>Normalize\/tokenize.<\/li>\n\n\n\n<li>Bag-of-words cosine.<\/li>\n\n\n\n<li>Jaccard\/Dice\/overlap.<\/li>\n\n\n\n<li>Wrapper around _CrossModalEpisodicEmbedder::EmbedText.<\/li>\n\n\n\n<li>Working-memory search over wm_simple_text.<\/li>\n\n\n\n<li>Establish module maturity levels.<\/li>\n\n\n\n<li>Start with memory, developer, policy, math, lua, perception, and remote.<\/li>\n\n\n\n<li>Mark each as experimental, alpha, or stable.<\/li>\n\n\n\n<li>Stable requires status, tests, and safe disable path.<\/li>\n\n\n\n<li>Split build documentation into core and full profiles.<\/li>\n\n\n\n<li>Document required DLLs\/libs\/models per profile.<\/li>\n\n\n\n<li>Keep optional integrations from blocking core tests.<\/li>\n\n\n\n<li>Add memory\/search evals.<\/li>\n\n\n\n<li>Positive exact match.<\/li>\n\n\n\n<li>Positive paraphrase match.<\/li>\n\n\n\n<li>Negative false-positive case.<\/li>\n\n\n\n<li>Stale result case.<\/li>\n\n\n\n<li>Provenance formatting check.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">Release Gate<\/h2>\n\n\n\n<p>A release or large merge should not be considered stable until:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Critical security findings are closed or explicitly disabled by default.<\/li>\n\n\n\n<li>&#8211;run-tests passes core, safety, and selected fixture suites.<\/li>\n\n\n\n<li>Memory\/search eval pass rate does not regress from the prior labeled run.<\/li>\n\n\n\n<li>New commands are registered, documented in help, and policy-categorized.<\/li>\n\n\n\n<li>New modules expose status and self-test behavior.<\/li>\n\n\n\n<li>Logs and status output are checked for secret leakage.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Practical Focus<\/h2>\n\n\n\n<p>The project should continue to support broad experimentation, but the product<\/p>\n\n\n\n<p>surface should be narrower:<\/p>\n\n\n\n<p><em>[text]<br><\/em>Reliable memory + safe command execution + observable multimodal perception + extensible agents<\/p>\n\n\n\n<p>That is the core worth hardening first. The domain modules become more valuable<\/p>\n\n\n\n<p>when they are treated as plugins or feature modules around that reliable core.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This document turns the current project risks into concrete engineering controls. It is intentionally project-specific: each control points at an existing subsystem, test fixture, policy file, or implementation area in this repository. Operating Principle The highest-value path is to stabilize the core loop first: [text]Perception -&gt; Working Memory -&gt; Semantic Memory -&gt; Agent Reasoning -&gt; [&hellip;]<\/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-2061","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts\/2061","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=2061"}],"version-history":[{"count":1,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts\/2061\/revisions"}],"predecessor-version":[{"id":2062,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts\/2061\/revisions\/2062"}],"wp:attachment":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/media?parent=2061"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/categories?post=2061"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/tags?post=2061"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}