Active learning
Disagreements
Every shadow-inference call where the FT and Claude disagree meaningfully lands here. Reviewers pick a winner (or override both with their own judgment); promoted rows become high-priority training data on the next retrain.
- Qualification mismatchsev 50Low-Code/No-Code (LCNC) Application Ecosystem for Army Logistics and Finance
DEPT OF DEFENSE · NAICS 541511 · vs profile Agile Six
Fit Δ10Tech Δ18$ Δ0 - Qualification mismatchsev 50Human Resource Management System
HOUSE OF REPRESENTATIVES, THE · NAICS 541512 · vs profile Agile Six
Fit Δ20Tech Δ27$ Δ10 - Qualification mismatchsev 50Human Resource Management System
HOUSE OF REPRESENTATIVES, THE · NAICS 541512 · vs profile Agile Six
Fit Δ20Tech Δ27$ Δ10 - Financial mismatchsev 34Screening Information Request (SIR) for the Strategic Sourcing for the Acquisition of Various Supplies and Equipment (SAVES)
TRANSPORTATION, DEPARTMENT OF · NAICS 541519 · vs profile Agile Six
Fit Δ20Tech Δ34$ Δ15 - Financial mismatchsev 30Make America Healthy Again – Enhancing Lifestyle and Evaluating Value-based Approaches Through Evidence
Center for Medicare and Medicaid Services · NAICS — · vs profile Agile Six
Fit Δ14Tech Δ15$ Δ30 - Score variancesev 27Global Advisory Request for Proposals (RFP)
STATE, DEPARTMENT OF · NAICS 541611 · vs profile Agile Six
Fit Δ16Tech Δ27$ Δ10 - Missing risksev 27Secure Innovation: Advancing Artificial Intelligence, Cybersecurity, and Digital Resilience in Argentina
U.S. Mission to Argentina · NAICS — · vs profile Agile Six
Fit Δ12Tech Δ27$ Δ5 - Score variancesev 25Federal Bureau of Prisons Inmate Tablet Implementation Initiative
JUSTICE, DEPARTMENT OF · NAICS 541512 · vs profile Agile Six
Fit Δ16Tech Δ25$ Δ5 - Financial mismatchsev 25FY 2026 U.S. Leadership in Education, Advanced Manufacturing, and Digital Skills (U.S. LEADS) Program
Bureau Of Educational and Cultural Affairs · NAICS — · vs profile Agile Six
Fit Δ4Tech Δ3$ Δ25 - Financial mismatchsev 25Investigator Initiated Innovation in Computational Genomics and Data Science (R21 Clinical Trial Not Allowed)
National Institutes of Health · NAICS — · vs profile Agile Six
Fit Δ4Tech Δ3$ Δ25 - Financial mismatchsev 25Single Source: Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ): Data Processing, Analysis, and Coordination Center (DPACC) (U24 Clinical Trial Not Allowed)
National Institutes of Health · NAICS — · vs profile Agile Six
Fit Δ4Tech Δ2$ Δ25 - Score variancesev 23California Abandoned Mine Lands Agency Group (CAMLAG) Database Application Phase 3
DEPT OF DEFENSE · NAICS 541511 · vs profile Agile Six
Fit Δ20Tech Δ23$ Δ5 - Missing risksev 23DA10--Small Business Event | General Dynamics Information Technology One on One Meetings | Cisco Webex Apr 22
VETERANS AFFAIRS, DEPARTMENT OF · NAICS 541511 · vs profile Agile Six
Fit Δ14Tech Δ23$ Δ5 - Missing risksev 23Notice of Intent to Award Sole Source to Baker Tilly
DEPT OF DEFENSE · NAICS 541511 · vs profile Agile Six
Fit Δ4Tech Δ23$ Δ10 - Missing risksev 22Foundation Sustainment Support, Software and Integration (FS3i)
DEPT OF DEFENSE · NAICS 541511 · vs profile Agile Six
Fit Δ10Tech Δ22$ Δ5 - Missing risksev 22Federal Bureau of Prisons Inmate Tablet Implementation Initiative
JUSTICE, DEPARTMENT OF · NAICS 541512 · vs profile Agile Six
Fit Δ12Tech Δ22$ Δ5 - Financial mismatchsev 20Federal Bureau of Prisons Inmate Tablet Implementation Initiative
JUSTICE, DEPARTMENT OF · NAICS 541512 · vs profile Agile Six
Fit Δ14Tech Δ20$ Δ15 - Financial mismatchsev 20Federal Bureau of Prisons Inmate Tablet Implementation Initiative
JUSTICE, DEPARTMENT OF · NAICS 541512 · vs profile Agile Six
Fit Δ4Tech Δ2$ Δ20 - Financial mismatchsev 20Next Generation (NextGen) Passport Personalization Printers Support
STATE, DEPARTMENT OF · NAICS 541519 · vs profile Agile Six
Fit Δ4Tech Δ3$ Δ20 - Financial mismatchsev 20Foundation Sustainment Support, Software and Integration (FS3i)
DEPT OF DEFENSE · NAICS 541511 · vs profile Agile Six
Fit Δ16Tech Δ20$ Δ20 - Financial mismatchsev 20Infrastructure Investment and Jobs Act (IIJA) — Speed to Power through Accelerated Reconductoring and other Key Advanced Transmission Technology Upgrades (SPARK)
National Energy Technology Laboratory · NAICS — · vs profile Agile Six
Fit Δ4Tech Δ3$ Δ20 - Financial mismatchsev 20UNITED STATES ARMY RESEARCH INSTITUTE FOR THE BEHAVIORAL AND SOCIAL SCIENCES (ARI) BROAD AGENCY ANNOUNCEMENT FOR BASIC, APPLIED, AND ADVANCED SCIENTIFIC RESEARCH
Dept of the Army -- Materiel Command · NAICS — · vs profile Agile Six
Fit Δ6Tech Δ3$ Δ20 - Financial mismatchsev 17Broadband Serviceable Location Fabric
FEDERAL COMMUNICATIONS COMMISSION · NAICS 541519 · vs profile Agile Six
Fit Δ9Tech Δ17$ Δ15 - Missing risksev 17Broadband Serviceable Location Fabric
FEDERAL COMMUNICATIONS COMMISSION · NAICS 541519 · vs profile Agile Six
Fit Δ6Tech Δ17$ Δ10 - Missing risksev 17Screening Information Request (SIR) for the Strategic Sourcing for the Acquisition of Various Supplies and Equipment (SAVES)
TRANSPORTATION, DEPARTMENT OF · NAICS 541519 · vs profile Agile Six
Fit Δ6Tech Δ17$ Δ5 - Missing risksev 17DoE Digital Services Platform Engineering BPA
Department of Energy · NAICS — · vs profile Agile Six
Fit Δ4Tech Δ17$ Δ5 - Financial mismatchsev 16Foundation Sustainment Support, Software and Integration (FS3i)
DEPT OF DEFENSE · NAICS 541511 · vs profile Agile Six
Fit Δ16Tech Δ14$ Δ15 - Financial mismatchsev 15Request for Information - USACE-HPCMP HITS-UIII
DEPT OF DEFENSE · NAICS 541512 · vs profile Agile Six
Fit Δ6Tech Δ7$ Δ15 - Missing risksev 15Federal Bureau of Prisons Inmate Tablet Implementation Initiative
JUSTICE, DEPARTMENT OF · NAICS 541512 · vs profile Agile Six
Fit Δ10Tech Δ15$ Δ5 - Financial mismatchsev 15Low-Code/No-Code (LCNC) Application Ecosystem for Army Logistics and Finance
DEPT OF DEFENSE · NAICS 541511 · vs profile Agile Six
Fit Δ4Tech Δ4$ Δ15 - Financial mismatchsev 15CONDITION BASED MAINTENANCE PLUS (CBM+)
DEPT OF DEFENSE · NAICS 541512 · vs profile Agile Six
Fit Δ14Tech Δ10$ Δ15 - Fit Δ2Tech Δ0$ Δ15
- Financial mismatchsev 15New Generation of Glucose Control Technologies Incorporating AI/ML Tools/Strategies (R01 - Clinical Trial Optional)
National Institutes of Health · NAICS — · vs profile Agile Six
Fit Δ4Tech Δ3$ Δ15 - Financial mismatchsev 15Community-Based Participatory Research to Advance Data and Practice Transformation (ADAPT) for Optimizing Oral Health for All (UG3/UH3 Clinical Trial Optional)
National Institutes of Health · NAICS — · vs profile Agile Six
Fit Δ0Tech Δ1$ Δ15 - Financial mismatchsev 15Coordinating Agricultural Development & Innovation (CADI) Armenia Exchanges: U.S. Food Safety Regulations and Standards Training Program
Foreign Agricultural Service · NAICS — · vs profile Agile Six
Fit Δ5Tech Δ2$ Δ15 - Missing risksev 14Financial Close Modernization Tool
HOMELAND SECURITY, DEPARTMENT OF · NAICS 541511 · vs profile Agile Six
Fit Δ6Tech Δ14$ Δ10 - Missing risksev 13F-35 JPO Unclassified IT Industry Day
DEPT OF DEFENSE · NAICS 541512 · vs profile Agile Six
Fit Δ6Tech Δ4$ Δ13 - Missing risksev 13Internal Revenue Service (IRS) Taxpayer Assistance Center (TAC) Modernization
TREASURY, DEPARTMENT OF THE · NAICS 541611 · vs profile Agile Six
Fit Δ10Tech Δ13$ Δ5 - Missing risksev 12FA521526R0006 - Civil Engineering Services Pacific (CESPAC) Multiple Award IDIQ
DEPT OF DEFENSE · NAICS 541611 · vs profile Agile Six
Fit Δ0Tech Δ12$ Δ0 - Missing risksev 12Broadband Serviceable Location Fabric
FEDERAL COMMUNICATIONS COMMISSION · NAICS 541519 · vs profile Agile Six
Fit Δ6Tech Δ12$ Δ10 - Missing risksev 10FA521526R0006 - Civil Engineering Services Pacific (CESPAC) Multiple Award IDIQ
DEPT OF DEFENSE · NAICS 541611 · vs profile Agile Six
Fit Δ0Tech Δ10$ Δ0 - Missing risksev 10DA10--Pharmacy Staff Scheduling Software Access and Support Service FY26 (VA-26-00027047)
VETERANS AFFAIRS, DEPARTMENT OF · NAICS 541519 · vs profile Agile Six
Fit Δ4Tech Δ10$ Δ5 - Missing risksev 10DA01--Telehealth, Scheduling, & Mobile Platform Services (TSMPS) - New Task Order (VA-26-00049589)
VETERANS AFFAIRS, DEPARTMENT OF · NAICS 541512 · vs profile Agile Six
Fit Δ4Tech Δ10$ Δ0 - Missing risksev 10CompTIA Security+ Certification Training in Birmingham, Alabama
DEPT OF DEFENSE · NAICS 611430 · vs profile Agile Six
Fit Δ0Tech Δ0$ Δ10 - Missing risksev 10DA10--National Teleradiology Program Picture Archive and Communication System Upgrade (VA-26-00042676)
VETERANS AFFAIRS, DEPARTMENT OF · NAICS 541511 · vs profile Agile Six
Fit Δ10Tech Δ7$ Δ0 - Missing risksev 10Request for Information (RFI) for Product Support Business Case Analysis (BCA) for USAF E-7A Aircraft
DEPT OF DEFENSE · NAICS 541611 · vs profile Agile Six
Fit Δ4Tech Δ3$ Δ10 - Missing risksev 10Q515--Notice of Intent to Sole Source License and Support for Voicebrook Dictation System linked to VA VISTA System
VETERANS AFFAIRS, DEPARTMENT OF · NAICS 541519 · vs profile Agile Six
Fit Δ10Tech Δ7$ Δ5 - Missing risksev 10Marine Corps Center for Lessons Learned (MCCLL) Program Support Services
DEPT OF DEFENSE · NAICS 541611 · vs profile Agile Six
Fit Δ0Tech Δ0$ Δ10 - Missing risksev 10F-35 JPO Unclassified IT Industry Day
DEPT OF DEFENSE · NAICS 541512 · vs profile Agile Six
Fit Δ6Tech Δ10$ Δ5 - Missing risksev 10BaseOps Usability Improvements for MRNMAP
TRANSPORTATION, DEPARTMENT OF · NAICS 541519 · vs profile Agile Six
Fit Δ10Tech Δ7$ Δ5