Transparency is the greatest safeguard. Open code and shared development will allow millions of young minds to make AI better and safer.
Provlo is the provenance layer for AI inside Indian government. It signs every model call, tool use and memory read with Ed25519, hash-chains it into an append-only audit, and produces drafts that hold up under CIC, Lok Pal, and Parliamentary scrutiny. Built for the work of the secretariat. OM, PQ replies, RTI responses, file notings, DO letters.
Figures drawn from DARPG monthly reports, Information Commission performance audits and the Lok Sabha procedure manual. Hover any card. Numbers count up as they scroll into view.
Four guarantees enforced inside the execution path of every agent. None bolted on. None disablable without breaking the chain, which is the point.
Every model call, tool invocation, memory read and write writes a SHA-256 hash-chained event. There is no DELETE path in the API surface. Tampering is provable.
SHA-256 · gapless sequence · SQLite WAL
Each agent holds a unique signing key. Every inter-agent message is signed. Memory writes are signed. The final draft is signed. Identity is cryptographic, not configured.
Ed25519 · signed memory · signed envelopes
Policy rules around thresholds, PII handling, classification limits evaluate before the model call returns. High-risk decisions surface for officer review with the reasoning attached.
Pre and post-call checks · risk score · explainability report
Every artefact - OM draft, RTI response, file noting - carries a signed provenance envelope. Hover any cited source in the dashboard to see fetched-at timestamp, content hash, originating .gov.in domain.
Envelope signature · content hash · .gov.in allowlist
Each workflow ships a Hindi or English draft in the correct format. CSMOP 14th edition for OMs, Lok Sabha Manual for PQ replies, RTI Act for responses. Download as .docx with file number, indents, signature block preserved.
Plain-English intent in, draft out. Bilingual header, F.No., dated line, indented paragraphs, distribution and copy list. Provlo cross-references prior OMs and footnotes them in the noting.
Two-column format for tabular data, supplementary anticipation, citation block. Scheme data only from official ministry pages; hover the number to see the source, fetched-at, and content hash.
Provlo reads the application, identifies which RTI Act exemption applies, and either drafts or flags the part needing PIO discretion. Every exemption invocation is logged with the clause and reasoning.
Provlo drafts in the voice of the level you select - Section Officer, Under Secretary, Director, Joint Secretary - with the right framing of "submitted for orders" and "as approved". AI text and officer text remain marked.
Demi-official letters from Secretary to Chief Secretary, Joint Secretary to State Secretary, with the conventions intact. "My dear" salutation, first name basis, no F.No., signature by hand.
Type the question. Provlo searches the ministry's prior OMs, file notings and PQ replies for the closest precedent. Each match is shown with file number, date, page span, and a verifiable hash of the source.