Builds your team, recommends specialists, watches roster health
Team gap detectionProject-based specialist shortlistRoster health report (usage + fire/hire trend)
Daily calendar, reminders, email drafts, quick notes
Daily to-dos + remindersQuick email reply draftsMeeting notes summarization
Pulls data from every platform, flags trends and anomalies
Cross-platform performance synthesisAnomaly + virality spike detectionCompetitor benchmarks
4-8 week campaign plans, 5-idea variation
4-8 week campaign plans5-variant campaign ideasKPI definition + measurement plan
Clean copy in every format — captions, emails, blogs, briefs
Clean copy in every formatTone-of-voice keeping (via memory)Multi-format campaign packages
Market, competitor, talent, and trend research — source-disciplined
Competitor + talent mapsMarket sizing (bottom-up)Trend + niche discovery
Moodboards, visual identity, concepts — named references, concrete
Moodboards (4-header format)Color palettes (hex, 3-5 colors)Typography pairing
Turns campaign plans into day-by-day checklists, maps dependencies
Campaign plan → day-by-day checklistOwnership mappingDependency graph
Turns complex PDFs, slides and tables into LLM-friendly structured markdown
Layout-aware PDF / DOCX / PPTX → markdownTables → HTML, formulas → LaTeXOCR (109 languages, Turkish included)
Designs train → eval → deploy pipelines as DAGs and runs them operationally
DAG design (Airflow / Prefect / Dagster)Feature store (Feast / Tecton pattern)Model registry + versioning (MLflow / W&B)
Runs the data sourcing → labelling → QC → release loop
Licence-clean sourcing + scraping ethicsLabelling guidelines + inter-annotator agreement (Cohen κ)Train/val/test split + temporal leakage check
Eval harness, A/B testing and red-teaming to measure how good a model really is
Domain-specific eval set design (rubric + golden set)LLM-as-judge bias check + multi-judge agreementPrompt regression test (eval gate in CI)
LoRA / QLoRA / DPO fine-tuning that fits on consumer GPUs
LoRA / QLoRA configuration (rank, alpha, target modules)DPO / ORPO preference fine-tuningData-format selection (ChatML / Alpaca / ShareGPT)
Designs the embedding + retrieval + reranking + generation pipeline end-to-end
Chunking strategy (recursive / semantic / structural)Hybrid retrieval (BM25 + dense)Reranking (cross-encoder, ColBERT)
Disciplined prompt engineering: system prompt + tool definitions + few-shot
System-prompt anatomy (role / constraint / tool / format)CoT + Self-Consistency + ToT + ReActFew-shot selection heuristics
Next.js + FastAPI; turns ideas into running code with a deploy link
MVP boilerplate (Next.js 16 + FastAPI)REST + SSE API designDatabase schema + migration
Vercel + Railway + GitHub Actions; deploy + CI/CD craftsman
GitHub Actions CI/CD pipelineVercel preview + production deployRailway service + worker setup
KOSGEB + TÜBİTAK + EU Horizon + YC + international grants
Government grants catalog (TR + EU + UK + US)Accelerator + venture program shortlistApplication prep + documents checklist
TAM/SAM/SOM + P&L + runway + pitch financial model
TAM / SAM / SOM math3-year P&L + cash flowRunway + funding need modelling