0) { log_line(" Retry {$attempt}/{$retries} after rate-limit pause..."); sleep(25); } $ch = curl_init('https://api.groq.com/openai/v1/chat/completions'); curl_setopt_array($ch, [ CURLOPT_RETURNTRANSFER => true, CURLOPT_POST => true, CURLOPT_TIMEOUT => 60, CURLOPT_HTTPHEADER => [ 'Authorization: Bearer ' . GROQ_API_KEY, 'Content-Type: application/json', ], CURLOPT_POSTFIELDS => json_encode([ 'model' => 'llama-3.3-70b-versatile', 'max_tokens' => $max, 'temperature' => 0.7, 'messages' => [ ['role' => 'system', 'content' => $system], ['role' => 'user', 'content' => $user], ], ]), ]); $raw = curl_exec($ch); $err = curl_error($ch); $info = curl_getinfo($ch); curl_close($ch); if ($err || !$raw) continue; // Check for rate limit response (429) if (($info['http_code'] ?? 0) === 429) continue; $d = json_decode($raw, true); $content = $d['choices'][0]['message']['content'] ?? null; if ($content !== null) return $content; } return null; } /* ── normalize a pattern to valid PHP PCRE ── */ function normalize_pattern(string $pat): string { $pat = trim($pat); // If pattern already has PCRE delimiters, leave it alone if (preg_match('/^[\/|~#!@%]/', $pat)) return $pat; // Strip any (?i) inline flag — we'll add /i at the delimiter level $pat = preg_replace('/^\(\?i\)/', '', $pat); // Escape forward slashes inside the pattern $pat = str_replace('/', '\\/', $pat); return '/' . $pat . '/i'; } /* ── daily guard: skip if already ran within last 20 hours ── */ /* Set JARVIS_FORCE_RUN=1 (env) or pass --force (argv) to bypass */ $lastRun = JarvisDB::single( "SELECT updated_at FROM kb_facts WHERE category='kb_generator' AND fact_key='last_run'" ); $forceRun = !empty(getenv('JARVIS_FORCE_RUN')) || (isset($argv[1]) && $argv[1] === '--force'); if (!$forceRun && $lastRun && (time() - strtotime($lastRun['updated_at'])) < 72000) { log_line('Skipping – ran within last 20 hours (next run tomorrow 3am). Use --force to override.'); exit(0); } if ($forceRun) log_line('Force-run flag set — bypassing 20-hour guard.'); log_line('Starting daily KB intent generation run.'); /* ── topic batches (25 topics × ~40 intents = 1,000+) ── */ $BATCHES = [ ['id' => 'math_elem', 'category' => 'math_elementary', 'topic' => 'Elementary school mathematics', 'desc' => 'counting, basic arithmetic, place value, simple fractions, 2D/3D shapes, measurement, telling time, money, patterns'], ['id' => 'math_mid', 'category' => 'math_middle', 'topic' => 'Middle school mathematics', 'desc' => 'ratios, percentages, integers, exponents, pre-algebra equations, coordinate planes, probability, statistics (mean/median/mode), geometry area/volume'], ['id' => 'math_high', 'category' => 'math_high', 'topic' => 'High school mathematics', 'desc' => 'quadratic equations, polynomials, functions, logarithms, trigonometry (SOH-CAH-TOA, unit circle), sequences, permutations and combinations, matrices'], ['id' => 'math_college', 'category' => 'math_college', 'topic' => 'College-level mathematics', 'desc' => 'limits and continuity, derivatives, integrals, chain rule, L\'Hopital, differential equations, vectors, eigenvalues, hypothesis testing, normal distribution'], ['id' => 'bio_cell', 'category' => 'biology', 'topic' => 'Cell biology and genetics', 'desc' => 'organelles, mitosis vs meiosis, DNA structure, protein synthesis (transcription/translation), Mendelian genetics, dominant/recessive, mutations, genetic disorders'], ['id' => 'bio_body', 'category' => 'biology', 'topic' => 'Human body systems', 'desc' => 'skeletal, muscular, cardiovascular, respiratory, digestive, nervous, endocrine, immune, reproductive, and excretory systems'], ['id' => 'bio_ecology', 'category' => 'biology', 'topic' => 'Ecology and evolution', 'desc' => 'ecosystems, biomes, food webs, trophic levels, symbiosis (mutualism/commensalism/parasitism), natural selection, adaptation, speciation, biodiversity'], ['id' => 'chem_basics', 'category' => 'chemistry', 'topic' => 'Chemistry fundamentals', 'desc' => 'atomic structure, periodic table trends, ionic vs covalent bonds, Lewis structures, polarity, molecular geometry (VSEPR), intermolecular forces'], ['id' => 'chem_rxns', 'category' => 'chemistry', 'topic' => 'Chemical reactions and thermochemistry', 'desc' => 'balancing equations, stoichiometry, limiting reagents, reaction types, enthalpy, entropy, Gibbs free energy, Le Chatelier\'s principle, equilibrium constants'], ['id' => 'phys_mech', 'category' => 'physics', 'topic' => 'Physics – mechanics and energy', 'desc' => 'kinematics, Newton\'s three laws, friction, momentum, conservation of energy, work and power, circular motion, gravitation, projectile motion'], ['id' => 'phys_em', 'category' => 'physics', 'topic' => 'Physics – waves, electricity and magnetism', 'desc' => 'wave properties (amplitude, frequency, wavelength), sound, light spectrum, reflection/refraction, Ohm\'s law, series vs parallel circuits, magnetic fields, electromagnetic induction'], ['id' => 'earth_sci', 'category' => 'earth_science', 'topic' => 'Earth and environmental science', 'desc' => 'rock cycle, plate tectonics, earthquakes, volcanoes, atmosphere layers, weather vs climate, greenhouse effect, water cycle, ocean currents, soil formation'], ['id' => 'astronomy', 'category' => 'astronomy', 'topic' => 'Astronomy and space science', 'desc' => 'solar system planets, star life cycles, galaxies, Big Bang theory, light-years, telescopes, space exploration milestones, dark matter/energy, black holes'], ['id' => 'hist_us', 'category' => 'history_us', 'topic' => 'United States history', 'desc' => 'colonial era, American Revolution, Constitution, westward expansion, Civil War, Reconstruction, Gilded Age, WWI, Great Depression, WWII, Civil Rights, Cold War, modern era'], ['id' => 'hist_world', 'category' => 'history_world', 'topic' => 'World history', 'desc' => 'ancient civilisations (Egypt, Greece, Rome, Mesopotamia, China, India), Medieval period, Renaissance, Reformation, age of exploration, colonialism, Industrial Revolution, WWI, WWII, decolonisation, Cold War'], ['id' => 'geo_world', 'category' => 'geography', 'topic' => 'World geography', 'desc' => 'continents and oceans, countries and capitals, physical features (mountains, rivers, deserts), climate zones, latitude/longitude, map projections, time zones, population distribution'], ['id' => 'civics', 'category' => 'civics', 'topic' => 'Civics and US government', 'desc' => 'three branches of government, checks and balances, Bill of Rights, Constitutional amendments, federalism, Electoral College, legislative process, Supreme Court landmark cases, political parties'], ['id' => 'econ', 'category' => 'economics', 'topic' => 'Economics', 'desc' => 'supply and demand, market equilibrium, elasticity, GDP, inflation, unemployment, fiscal vs monetary policy, comparative advantage, market structures (monopoly, oligopoly, perfect competition), opportunity cost'], ['id' => 'lit_writing', 'category' => 'literature', 'topic' => 'Literature and writing', 'desc' => 'figurative language (simile, metaphor, personification, irony), plot structure, literary themes, point of view, genre types, essay structure, thesis statements, grammar rules, poetry forms, citing sources'], ['id' => 'cs_prog', 'category' => 'computer_science', 'topic' => 'Computer science and programming', 'desc' => 'variables, data types, loops, conditionals, functions, OOP concepts, arrays/lists, sorting and searching algorithms, time/space complexity, binary, hexadecimal, recursion, debugging'], ['id' => 'cs_systems', 'category' => 'computer_science', 'topic' => 'Computer systems and networking', 'desc' => 'CPU/RAM/storage, operating systems, file systems, TCP/IP, DNS, HTTP/HTTPS, databases (SQL vs NoSQL), cybersecurity threats (phishing, SQL injection, XSS, malware), encryption basics, cloud computing'], ['id' => 'psych', 'category' => 'psychology', 'topic' => 'Psychology', 'desc' => 'classical and operant conditioning, Maslow\'s hierarchy, Piaget\'s stages, Erikson\'s stages, memory types, sleep stages, cognitive biases, Freud\'s theory, social influence, abnormal psychology basics'], ['id' => 'phil', 'category' => 'philosophy', 'topic' => 'Philosophy and logic', 'desc' => 'Socrates/Plato/Aristotle, ethical theories (utilitarianism, deontology, virtue ethics), epistemology, deductive vs inductive reasoning, logical fallacies, existentialism, free will vs determinism, political philosophy'], ['id' => 'health_sci', 'category' => 'health', 'topic' => 'Health and life skills', 'desc' => 'nutrition (macronutrients, vitamins, minerals), exercise physiology, mental health (anxiety, depression, stress response), reproductive health, substance abuse, first aid, disease prevention, sleep hygiene'], ['id' => 'arts_music', 'category' => 'arts', 'topic' => 'Arts and music', 'desc' => 'elements of art (line, shape, color, texture), colour theory, major art movements, famous artists and their works, music notes and scales, rhythm and meter, instrument families, major composers and genres'], ]; /* ── system prompt ── */ $SYSTEM = <<<'SYS' You are an expert educator generating KB (knowledge-base) intents for an AI assistant called JARVIS. Each intent is a question/phrase a student might ask, paired with a clear educational answer. Respond ONLY with a valid JSON array (no markdown, no backticks, no commentary). Each element must have exactly these keys: "n" – intent_name: unique snake_case identifier ≤ 60 chars, prefixed with the batch id given "p" – pattern: a raw regex string (NO delimiters, NO (?i) flag) that matches the question using \b word boundaries "r" – response: a thorough but concise educational answer (2–5 sentences or a short structured list) "c" – category: the category string provided Rules: - Patterns must use \b word boundaries; escape backslashes for JSON (\\b not \b) - Do NOT include regex delimiters (no leading / or trailing /i) — just the raw pattern - Patterns should NOT start with ^ or end with $ - Responses must be factually accurate - Do not duplicate intent names; every "n" must be unique within this batch - Return exactly 40 intents SYS; /* ── insert helper ── */ $inserted = 0; $skipped = 0; $errors = 0; function safe_insert(array $intent, string $batchCategory): void { global $inserted, $skipped, $errors; $name = trim($intent['n'] ?? ''); $pattern = trim($intent['p'] ?? ''); $response = trim($intent['r'] ?? ''); $category = trim($intent['c'] ?? $batchCategory); if (!$name || !$pattern || !$response) { $errors++; return; } if (strlen($name) > 64) $name = substr($name, 0, 64); if (strlen($response) < 30) { $skipped++; return; } // Normalize to valid PHP PCRE with delimiters $pattern = normalize_pattern($pattern); if (strlen($pattern) > 512) $pattern = substr($pattern, 0, 511) . '/i'; // Validate before inserting — skip truly broken patterns if (@preg_match($pattern, '') === false) { $errors++; return; } try { JarvisDB::execute( 'INSERT INTO kb_intents (intent_name, pattern, response_template, fact_category, action_type, priority, active) VALUES (?, ?, ?, ?, ?, ?, 1) ON DUPLICATE KEY UPDATE pattern=VALUES(pattern), response_template=VALUES(response_template), fact_category=VALUES(fact_category), active=1', [$name, $pattern, $response, $category, 'response', 5] ); $inserted++; } catch (Exception $e) { $errors++; } } /* ── main generation loop ── */ $totalBatches = count($BATCHES); foreach ($BATCHES as $idx => $batch) { $num = $idx + 1; log_line("Batch {$num}/{$totalBatches}: {$batch['topic']}"); $user = "Generate 20 KB intents for the topic: {$batch['topic']}.\n" . "Subtopics to cover: {$batch['desc']}.\n" . "Prefix every intent_name with \"{$batch['id']}_\".\n" . "Category string to use: \"{$batch['category']}\"."; $raw = groq($SYSTEM, $user, 3500); if ($raw === null) { log_line(" ✗ API call failed after retries – skipping batch."); $errors += 40; sleep(8); continue; } // Strip markdown code fences if model added them $raw = preg_replace('/^```(?:json)?\s*/m', '', $raw); $raw = preg_replace('/^```\s*/m', '', $raw); $raw = trim($raw); // Extract JSON array (even if the model added preamble text) if (!preg_match('/\[\s*\{.*\}\s*\]/s', $raw, $m)) { log_line(" ✗ No JSON array found in response – skipping batch."); $errors += 40; sleep(8); continue; } $items = json_decode($m[0], true); if (!is_array($items)) { log_line(" ✗ JSON parse failed – skipping batch."); $errors += 40; sleep(8); continue; } $batchInserted = 0; foreach ($items as $item) { if (!is_array($item)) continue; safe_insert($item, $batch['category']); $batchInserted++; } log_line(" ✓ Parsed {$batchInserted} intents (running total inserted: {$inserted})."); // Polite delay between API calls — Groq TPM limit needs ~8s between batches if ($num < $totalBatches) sleep(8); } log_line("Generation complete. Inserted/updated: {$inserted} | Short/invalid skipped: {$skipped} | Errors: {$errors}"); /* ── cleanup phase ── */ log_line('Starting cleanup phase...'); // 1. Remove exact duplicate intent_names (keep the one with the longer response) $dups = JarvisDB::query( 'SELECT intent_name, COUNT(*) AS cnt FROM kb_intents GROUP BY intent_name HAVING cnt > 1' ); $dupsPruned = 0; foreach ($dups as $dup) { $rows = JarvisDB::query( 'SELECT id, LENGTH(response_template) AS rlen FROM kb_intents WHERE intent_name=? ORDER BY rlen DESC', [$dup['intent_name']] ); array_shift($rows); foreach ($rows as $row) { JarvisDB::execute('DELETE FROM kb_intents WHERE id=?', [$row['id']]); $dupsPruned++; } } log_line(" Duplicate intent_names pruned: {$dupsPruned}"); // 2. Remove intents with very short responses (< 40 chars) $shortPruned = JarvisDB::execute( "DELETE FROM kb_intents WHERE LENGTH(response_template) < 40 AND priority <= 5" ); log_line(" Short-response rows pruned: {$shortPruned}"); // 3. Trim whitespace on all generated intents JarvisDB::execute( "UPDATE kb_intents SET intent_name = TRIM(intent_name), pattern = TRIM(pattern), response_template = TRIM(response_template), fact_category = TRIM(fact_category) WHERE priority = 5" ); log_line(' Whitespace trimmed on all generated intents.'); // 4. Fix and validate PCRE patterns — normalize then deactivate only truly broken ones $all = JarvisDB::query('SELECT id, pattern FROM kb_intents WHERE priority=5'); $badPattern = 0; $fixedPattern = 0; foreach ($all as $row) { $pat = normalize_pattern($row['pattern']); if ($pat !== $row['pattern']) { // Update to normalized form JarvisDB::execute('UPDATE kb_intents SET pattern=?, active=1 WHERE id=?', [$pat, $row['id']]); $fixedPattern++; } elseif (@preg_match($pat, '') === false) { JarvisDB::execute('UPDATE kb_intents SET active=0 WHERE id=?', [$row['id']]); $badPattern++; } else { // Valid pattern — make sure it's active JarvisDB::execute('UPDATE kb_intents SET active=1 WHERE id=?', [$row['id']]); } } log_line(" Patterns normalized: {$fixedPattern} | Bad PCRE deactivated: {$badPattern}"); // 5. Enable ALL remaining inactive intents (including pre-existing ones) $reactivated = JarvisDB::execute('UPDATE kb_intents SET active=1 WHERE active=0 AND priority <= 5'); log_line(" Re-activated previously inactive intents: {$reactivated}"); // 6. Final stats $stats = JarvisDB::single('SELECT COUNT(*) AS total, SUM(active) AS active FROM kb_intents'); log_line("Final KB Intents table: {$stats['total']} total, {$stats['active']} active."); /* ── record last-run timestamp ── */ JarvisDB::execute( "INSERT INTO kb_facts (category, fact_key, fact_value, host) VALUES ('kb_generator', 'last_run', NOW(), 'local') ON DUPLICATE KEY UPDATE fact_value=NOW(), updated_at=NOW()", [] ); JarvisDB::execute( "INSERT INTO kb_facts (category, fact_key, fact_value, host) VALUES ('kb_generator', 'last_inserted', ?, 'local') ON DUPLICATE KEY UPDATE fact_value=VALUES(fact_value), updated_at=NOW()", [$inserted] ); log_line('Done.');