NODE 04 // ACTIVE
//AGENTIC WORKSPACE

FORMA

Job application workspace & agentic assistant

Local-first agentic workspace for résumé tailoring, source-backed company research, and human-reviewed cover letter synthesis.

FORMA Preview
zoom_inEXPAND
PRIVACY MODEL100% LOCAL-FIRST (DATA EXCLUDED FROM GIT)
WORKFLOW ENGINELANGGRAPH BOUNDED AGENTIC PIPELINE
RESEARCH INTEGRITYSOURCE-BACKED CITATIONS & CONFIDENCE
STORAGE BACKUPSQLITE ATOMIC .BACKUP SNAPSHOTS
terminalTECHNOLOGIES:
PythonFastAPIReactTailwindCSSLangGraphSQLiteGoogle GeminiOpenAI GPT-5Docker Compose

subjectEXECUTIVE SUMMARY

Job seekers are often forced to choose between generic automated AI cover letters that hallucinate company facts or tedious manual document tailoring across dozens of applications.

Forma introduces an inspectable, human-guided agentic workflow: rather than generating an unverified draft in one shot, it breaks cover-letter synthesis into distinct phases: role requirement analysis, live sourced company research, targeted user clarification questions, drafting, interactive in-browser editing, and clean PDF export.

Every company insight is retained with direct web source links, confidence scores, and identified organizational risks. Forma operates under a strict local-first privacy model: all private résumés, contact details, signatures, and SQLite databases remain in local-data/ on the user's host machine.

warningTHE CORE PROBLEM

Applying for technical roles requires tailored résumés and authentic, company-specific cover letters. Cloud-based AI tools leak personal data and generate generic, hallucinated fluff with zero citation backing.

check_circleTHE ENGINEERED SOLUTION

Forma executes bounded LangGraph workflows locally, pairing web-grounded company research with human decision gates to produce accurate, source-backed documents.

KEY TAKEAWAY:"Human-in-the-loop checkpoints ensure that AI assists with research and structuring without taking away personal authorial control."
[ SYSTEM READY ]