const res = await claude.messages.create({ model, tools, max_tokens: 4096 })embedding[1536] · cosine_sim = 0.9124agent.run(task) → tool_call: query_ledger()

const res = await claude.messages.create({ model, tools, max_tokens: 4096 })embedding[1536] · cosine_sim = 0.9124agent.run(task) → tool_call: query_ledger()

public function postJournalEntry(Ledger $ledger): voidSELECT * FROM invoices WHERE zatca_status = 'cleared'await api.get('/erp/gl/trial-balance')

public function postJournalEntry(Ledger $ledger): voidSELECT * FROM invoices WHERE zatca_status = 'cleared'await api.get('/erp/gl/trial-balance')

GEN AIAI AGENTSAGENTIC AILLM · RAG · MCPTOOL USEVECTOR SEARCH

GEN AIAI AGENTSAGENTIC AILLM · RAG · MCPTOOL USEVECTOR SEARCH

if (!$invoice->isCleared()) throw new ZatcaException($uuid)GET /api/v2/stock/movements?warehouse=RUH-01 → 20011001010 · 01101101

if (!$invoice->isCleared()) throw new ZatcaException($uuid)GET /api/v2/stock/movements?warehouse=RUH-01 → 20011001010 · 01101101

softmax(qkᵀ/√d)·vtokens_in 2,418 · tokens_out 512 · latency 840mspgvector <-> ORDER BY embedding <=> $1 LIMIT 8RAG: 6 chunks retrieved

softmax(qkᵀ/√d)·vtokens_in 2,418 · tokens_out 512 · latency 840mspgvector <-> ORDER BY embedding <=> $1 LIMIT 8RAG: 6 chunks retrieved

$ pm2 reload erp-api --update-envRedis::pipeline(fn ($pipe) => $pipe->hset('stock', $sku, $qty))0x1F · CRC OK · 200

$ pm2 reload erp-api --update-envRedis::pipeline(fn ($pipe) => $pipe->hset('stock', $sku, $qty))0x1F · CRC OK · 200

DB::transaction(fn () => $this->postToLedger($batch))flutter build apk --release --flavor prodCREATE INDEX idx_gl_period ON journal_entries (period_id)

DB::transaction(fn () => $this->postToLedger($batch))flutter build apk --release --flavor prodCREATE INDEX idx_gl_period ON journal_entries (period_id)

const [state, dispatch] = useReducer(erpReducer, initial)docker compose up -d --buildmigrate:fresh --seed · 128 tables

const [state, dispatch] = useReducer(erpReducer, initial)docker compose up -d --buildmigrate:fresh --seed · 128 tables

fine_tune(dataset="erp-support-tickets", epochs=3)0.0412 loss · 0.981 val_accinference: batch=32 · gpu:0

fine_tune(dataset="erp-support-tickets", epochs=3)0.0412 loss · 0.981 val_accinference: batch=32 · gpu:0

Zeeshan KhanSenior Software Engineer

Services

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ERP / SaaS build

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