Skip to main content
PRECISION FEDERAL

Insights

Field notes on federal AI, SBIR mechanics, FedRAMP, and production ML — written for the program managers, contracting officers, TPOCs, and principal investigators who have to make real decisions before the next solicitation closes.

167 articles · Updated Apr 25, 2026 · View full archive
AI-Assisted Modernization of Legacy Federal Software Systems
AI / LLM Engineering

AI-Assisted Modernization of Legacy Federal Software Systems

Modernizing legacy federal software with AI tooling has become its own discipline. A reading of how the open research community treats reverse engineering, dependency mapping, test reconstruction, and incremental migration.

Bo Peng · · 7 min read

LATEST

Latest analysis

SBIR MECHANICS

SBIR Mechanics

All 19 posts →
AGENCY DEEP DIVES

Agency Deep Dives

All 21 posts →
COMPLIANCE & ATO

Compliance & ATO

All 22 posts →
AI / LLM ENGINEERING

AI / LLM Engineering

All 26 posts →
MLOPS & CLOUD

MLOps & Cloud

All 6 posts →
CONTRACT VEHICLES

Contract Vehicles

All 7 posts →
BUSINESS DEVELOPMENT

Business Development

All 22 posts →
MARKET & TRENDS

Market & Trends

All 2 posts →

Need a senior technical partner
on your next proposal?

SAM.gov active. SBIR-registered. Teaming-ready today. One email reaches the engineer who will deliver the work.

Start a conversation