AI / LLM Engineering — Federal AI Insights

Insights

All 717 SBIR Agencies Compliance Contract Vehicles Teaming Business Development AI / LLM AI Systems MLOps Software & Platforms Data & Reporting Industry Buying Technical Work Commercial State & Local Market & Trends Full archive

AI / LLM Engineering

Edge AI for Deployed Military Systems: Constraints, Architectures, and SBIR Opportunities

What edge AI means in a DoD context — compute constraints, communication-denied environments, SWAP-C trade-offs, fielding requirements, and which SBIR topics are funding edge AI now.

Bo Peng · Apr 17, 2026 · 11 min read

AI / LLM Engineering

When a Small Model Beats a Large One

Aug 10, 2026 · 18 min read

Uncertainty Quantification

Uncertainty a Decision-Maker Can Actually Use

Jul 22, 2026 · 19 min read

Model Evaluation

The Control That Decides the Claim

Jul 13, 2026 · 19 min read

AI Engineering

Running Inference Without a GPU Budget

Jun 16, 2026 · 18 min read

AI / LLM Engineering

Retrieval Over Documents Nobody Cleaned

Jun 15, 2026 · 22 min read

Model Evaluation

Reproducing a Published Result

Jun 11, 2026 · 19 min read

AI / LLM Engineering

Document Intelligence in Practice

Apr 19, 2026 · 17 min read

AI Engineering

Evaluation Harnesses That Survive a Review

Apr 14, 2026 · 19 min read

Model Evaluation

Choosing a Baseline You Can Defend

Mar 18, 2026 · 19 min read

AI Operations

AI Incident Response Planning

Mar 10, 2026 · 18 min read

AI Architecture

An Architecture Review Before You Commit to a Platform

Feb 20, 2026 · 15 min read

AI / ML Engineering

Time-Series Forecasting in Practice

Feb 13, 2026 · 15 min read

AI Delivery

Reproducibility Audits for Delivered AI Systems

Feb 13, 2026 · 17 min read

AI / ML Engineering

Synthetic Data in Practice

Feb 7, 2026 · 15 min read

AI / LLM Engineering

The refusal rate: the metric nobody reports

Jul 29, 2026 · 5 min read

AI / LLM Engineering

Entity resolution across datasets you do not own

Jul 27, 2026 · 5 min read

AI / LLM Engineering

Agronomic recommendations and the liability of being wrong

Jul 15, 2026 · 6 min read

Defense AI

The Autonomy Stack for Unmanned Systems

Jul 10, 2026 · 11 min read

AI / LLM Engineering

Evaluating Retrieval Quality in Federal RAG Systems

Jul 9, 2026 · 13 min read

AI / LLM Engineering

Reading a rent roll is not a language problem

Jul 9, 2026 · 5 min read

AI / LLM Engineering

Freight exception handling without a black box

Jul 8, 2026 · 5 min read

AI / LLM Engineering

Grid asset data is a records problem before it is an AI problem

Jul 1, 2026 · 6 min read

Defense AI

Deepfake Detection & Media Forensics for Federal Missions

Jun 29, 2026 · 12 min read

AI / LLM Engineering

Contract review AI when the stakes are legal

Jun 24, 2026 · 6 min read

AI / LLM Engineering

Clinical documentation AI and the provenance problem

Jun 22, 2026 · 6 min read

Defense AI

Software Behind Maritime Domain Awareness

Jun 21, 2026 · 11 min read

AI / LLM Engineering

Small Language Models for Federal Edge Deployments

Jun 20, 2026 · 13 min read

AI / LLM Engineering

Underwriting AI that shows its work

Jun 16, 2026 · 7 min read

AI / LLM Engineering

Reasoning over a proprietary credit corpus without inventing a number

Jun 15, 2026 · 8 min read

AI / LLM Engineering

Human-Autonomy Debrief Architectures

May 24, 2026 · 13 min read

AI / LLM Engineering

Passive Sonar Tracking with Deep Learning

May 21, 2026 · 13 min read

AI / LLM Engineering

AI-Assisted Modernization of Legacy Federal Systems

May 20, 2026 · 7 min read

AI / LLM Engineering

Multimodal ISR&T at the Edge: Fusion Architectures

May 19, 2026 · 10 min read

AI / LLM Engineering

Active Sonar Target Classification with Modern ML

May 17, 2026 · 10 min read

Defense AI

VR Walkthroughs for Naval Platform Design Review

May 15, 2026 · 10 min read

Defense AI

Space Domain Awareness: ML Pipelines

May 13, 2026 · 10 min read

Defense AI

ML for Chemical and Biological Threat Detection

May 12, 2026 · 8 min read

Defense AI

Counter-UAS Detection: Multi-Modal ML Methods

May 8, 2026 · 10 min read

AI / LLM Engineering

Adaptive Training with Reinforcement Learning

May 7, 2026 · 9 min read

Defense AI

Polar Navigation and GPS-Denied PNT Methods

May 6, 2026 · 10 min read

Defense AI

AI for Additive Manufacturing in Army Sustainment

May 2, 2026 · 8 min read

Defense AI

GNSS Resilience & Backup PNT in Low Earth Orbit

Apr 28, 2026 · 9 min read

AI / LLM Engineering

Claude Opus 4.7 vs. GPT-5.5 for Federal AI: The April 2026 Release Analysis

Apr 24, 2026 · 15 min read

Defense AI

Cognitive Workload Instrumentation for Operators

Apr 22, 2026 · 11 min read

Defense AI

Onboard Software Resilience for Space Vehicles

Apr 15, 2026 · 10 min read

Defense AI

Leader-Follower UAS Formation Control

Apr 13, 2026 · 8 min read

AI / LLM Engineering

Multimodal Scene Synthesis for Perception Training

Apr 11, 2026 · 11 min read

AI / LLM Engineering

Prompt Injection Defense for Federal LLM Systems

Apr 4, 2026 · 10 min read

AI / LLM Engineering

AI Vulnerability Detection Without Source Code

Mar 30, 2026 · 14 min read

AI / LLM Engineering

RAG Architecture for Federal Document Corpora

Mar 26, 2026 · 10 min read

AI / LLM Engineering

Claude vs. GPT-4 for Federal Use Cases: A 2026 Guide

Mar 25, 2026 · 11 min read

AI / LLM Engineering

Distributed Event Streaming for Mission Data

Mar 17, 2026 · 14 min read

AI / LLM Engineering

OCR Pipelines for Legacy Federal Documents

Mar 12, 2026 · 10 min read

Defense AI

Knowledge-Guided T&E for Satellite Constellations

Mar 6, 2026 · 13 min read

Defense AI

LLM-Aided Cyber and EMS Operations

Mar 4, 2026 · 13 min read

AI / LLM Engineering

NLP for the Federal Register: Parsing 100,000+ Pages a Year

Mar 3, 2026 · 10 min read

AI / LLM Engineering

Time Series Forecasting for Federal Logistics

Mar 2, 2026 · 10 min read

Defense AI

LLM Documentation Pipelines for Defense Systems

Feb 26, 2026 · 14 min read

AI / LLM Engineering

AI OSINT Credibility and Trust Layers

Feb 24, 2026 · 14 min read

Defense AI

LLM-Augmented Battle Rhythm Management

Feb 18, 2026 · 14 min read

Defense AI

Multi-Modal M&S for Mission Exercises

Feb 17, 2026 · 14 min read

Defense AI

ML for Anti-Submarine Warfare Quick-Look Reports

Feb 12, 2026 · 13 min read

AI / LLM Engineering

AI Domain Models & Ontologies from Documents

Feb 10, 2026 · 14 min read

AI / LLM Engineering

RAG Over Heterogeneous Federal Corpora

Feb 5, 2026 · 14 min read

AI / LLM Engineering

Synthetic Data for Sensitive Federal Domains

Jan 27, 2026 · 10 min read

AI / LLM Engineering

Language Models for Behavioral Health Screening

Jan 21, 2026 · 14 min read

AI / LLM Engineering

On-Prem LLM Deployment for Air-Gapped Federal Environments

Jan 18, 2026 · 10 min read

Defense AI

Open-Architecture Data Transfer in Federal Aviation

Jan 15, 2026 · 14 min read

AI / LLM Engineering

Vector Database Selection for Federal AI

Jan 10, 2026 · 10 min read

AI / LLM Engineering

RAG vs Fine-Tuning: The Federal Decision Tree

Jan 8, 2026 · 10 min read

AI / LLM Engineering

Clinical AI for Federal Behavioral Health Programs

Jan 8, 2026 · 13 min read

AI / LLM Engineering

LLM Evaluation for Federal Use Cases: Beyond MMLU

Jan 3, 2026 · 10 min read