Corpus-Complete Building Blocks

Snapshot: corpus-complete-20260711 (2026-07-11) · source commit 1737631198b184e05ba0a343d67df6fa9e71b938 Scope: 1780 approved schema-v2 extractions; 1754 deduped sources; 991 deduped agentic projects.

Corpus-complete analysis output. Counts are generated from extraction.json; citations link to deterministic report.md views. This is an input to, not the output of, Phase 4 synthesis.

A candidate qualifies when it appears in at least 5% of the deduped agentic corpus and spans at least 4 industries. Counts normalize only reviewer-confirmed aliases.

Agentic denominator: 991 deduped projects. Frequency threshold: 50 deduped projects.

Candidate Fundamental Building Blocks

Pattern Original names counted Deduped projects Frequency Industries Year trend Evidence strength Evidence provenance Project provenance Component signatures Representative projects
tool-use-orchestration tool-use-orchestration 643 64.9% 16 2023: 58
2024: 132
2025: 235
2026: 191		 953 stated / 7 implied 366 article / 478 transcript / 116 summary 609 source-backed / 34 summary-only application component (1362)
evaluation/observability layer (851)
context/memory layer (711)
retrieval/search layer (687)		 2x-engineering-throughput-through-ai-first-development-platform (intercom, 2026)
actionable-ci-intelligent-analysis-and-auto-remediation-of-ci-pipeline-failures (block, 2026)
adopting-model-context-protocol-mcp-in-financial-services-for-ai-system-integration (evergreen_wealth_/bloomberg/_saxo_bank, 2026)
eval-driven-development eval-driven-development
feedback-loop-iteration		 475 47.9% 16 2023: 55
2024: 93
2025: 160
2026: 145		 775 stated / 5 implied 291 article / 404 transcript / 85 summary 452 source-backed / 23 summary-only application component (1043)
evaluation/observability layer (1013)
retrieval/search layer (526)
context/memory layer (521)		 accelerating-llm-inference-with-speculative-decoding-for-ai-agent-applications (linkedin, 2025)
agent-based-ai-assistants-for-enterprise-and-e-commerce-applications (prosus, 2024)
agent-driven-ui-framework-migration-at-enterprise-scale (block, 2026)
human-in-the-loop-gate human-in-the-loop
human-in-the-loop-gate		 396 40.0% 16 2023: 45
2024: 76
2025: 138
2026: 113		 597 stated / 5 implied 207 article / 338 transcript / 57 summary 383 source-backed / 13 summary-only application component (988)
evaluation/observability layer (646)
context/memory layer (432)
data/source layer (379)		 advanced-agent-monitoring-and-debugging-with-langsmith-integration (replit, 2024)
agentic-ai-for-cloud-migration-and-application-modernization-at-scale (commonwealth_bank_of_australia, 2025)
agentic-ai-system-for-construction-industry-tender-management-and-quote-generation (tendos_ai, 2026)
multi-agent-orchestration multi-agent-orchestration 332 33.5% 16 2023: 30
2024: 58
2025: 117
2026: 111		 479 stated / 6 implied 159 article / 255 transcript / 71 summary 318 source-backed / 14 summary-only application component (792)
evaluation/observability layer (468)
retrieval/search layer (361)
context/memory layer (347)		 agent-based-ai-assistants-for-enterprise-and-e-commerce-applications (prosus, 2024)
agent-first-ai-development-platform-with-multi-surface-orchestration (google_deepmind, 2025)
agentic-ai-architecture-for-investment-management-platform (blackrock, year n/a)
observability-tracing observability-tracing 329 33.2% 16 2023: 29
2024: 61
2025: 122
2026: 98		 538 stated / 3 implied 182 article / 305 transcript / 54 summary 314 source-backed / 15 summary-only evaluation/observability layer (721)
application component (679)
model/inference layer (356)
context/memory layer (354)		 2x-engineering-throughput-through-ai-first-development-platform (intercom, 2026)
advanced-agent-monitoring-and-debugging-with-langsmith-integration (replit, 2024)
ai-agent-driven-software-development-platform-for-enterprise-engineering-teams (factory, year n/a)
rag-retrieval rag-retrieval 304 30.7% 15 2023: 46
2024: 89
2025: 108
2026: 41		 436 stated / 3 implied 190 article / 193 transcript / 56 summary 289 source-backed / 15 summary-only retrieval/search layer (638)
application component (594)
data/source layer (382)
evaluation/observability layer (340)		 agentic-ai-for-title-operations-workflow-optimization (rocket, 2026)
agentic-ai-manufacturing-reasoner-for-automated-root-cause-analysis (apollo_tyres, 2025)
agentic-ai-system-for-document-summarization-and-analysis (moveworks, 2024)
safety-policy-enforcement guardrails
safety-policy-enforcement		 211 21.3% 16 2023: 17
2024: 42
2025: 78
2026: 65		 358 stated / 1 implied 141 article / 183 transcript / 35 summary 207 source-backed / 4 summary-only application component (458)
evaluation/observability layer (311)
context/memory layer (241)
data/source layer (231)		 adopting-model-context-protocol-mcp-in-financial-services-for-ai-system-integration (evergreen_wealth_/bloomberg/_saxo_bank, 2026)
advanced-fine-tuning-techniques-for-multi-agent-orchestration-at-scale (amazon, 2026)
agent-identity-and-access-management-for-production-ai-systems (uber, 2026)
agent-memory agent-memory 183 18.5% 15 2023: 13
2024: 33
2025: 57
2026: 75		 279 stated / 1 implied 115 article / 141 transcript / 24 summary 173 source-backed / 10 summary-only application component (390)
context/memory layer (327)
evaluation/observability layer (256)
retrieval/search layer (224)		 agent-memory-system-for-personalized-food-ordering-and-discovery (doordash, 2026)
agentic-ai-for-legal-research-building-deep-research-in-westlaw-and-cocounsel (thomson_reuters, 2025)
agentic-ai-systems-for-legal-tax-and-compliance-workflows (thomson_reuters, 2024)
model-routing model-routing 169 17.1% 14 2023: 23
2024: 38
2025: 52
2026: 45		 265 stated / 2 implied 89 article / 148 transcript / 30 summary 164 source-backed / 5 summary-only application component (333)
model/inference layer (284)
evaluation/observability layer (279)
context/memory layer (192)		 agent-based-workflow-automation-in-spreadsheets-for-non-technical-users (otto, 2025)
ai-driven-media-analysis-and-content-assembly-platform-for-large-scale-video-archives (bloomberg_media, 2024)
ai-employee-agent-operating-in-slack-with-multi-tool-integration (viktor, 2026)
structured-output-contract structured-output-contract 158 15.9% 14 2023: 23
2024: 33
2025: 59
2026: 35		 249 stated / 2 implied 116 article / 112 transcript / 23 summary 153 source-backed / 5 summary-only application component (332)
evaluation/observability layer (217)
data/source layer (213)
context/memory layer (178)		 ai-agent-system-for-automated-security-investigation-and-alert-triage (slack, 2025)
ai-native-multi-agent-system-for-customer-onboarding-and-kyc (brex, 2026)
ai-orchestrated-code-review-system-at-scale (cloudflare, 2026)
llm-as-judge llm-as-judge 120 12.1% 13 2023: 16
2024: 21
2025: 43
2026: 31		 179 stated / 1 implied 69 article / 93 transcript / 18 summary 115 source-backed / 5 summary-only evaluation/observability layer (346)
application component (228)
retrieval/search layer (182)
context/memory layer (135)		 agent-testing-and-evaluation-using-autonomous-vehicle-simulation-principles (coval, 2023)
agentic-ai-search-with-custom-evaluation-framework-for-church-management (pushpay, 2026)
ai-driven-code-review-agent-reduces-pr-cycle-time-by-308 (atlassian, 2026)
cost-aware-routing cost-aware-routing 112 11.3% 14 2023: 15
2024: 19
2025: 36
2026: 37		 179 stated / 0 implied 63 article / 89 transcript / 27 summary 106 source-backed / 6 summary-only application component (224)
model/inference layer (200)
evaluation/observability layer (195)
retrieval/search layer (158)		 ai-agent-for-automated-merchant-classification-correction (ramp, 2025)
ai-agent-system-for-automated-b2b-research-and-sales-pipeline-generation (unify, 2025)
ai-agents-for-ml-experiment-orchestration-reducing-friction-in-machine-learning-workflows (teads, 2026)
latency-optimization latency-optimization 106 10.7% 10 2023: 16
2024: 18
2025: 44
2026: 24		 179 stated / 0 implied 54 article / 114 transcript / 11 summary 101 source-backed / 5 summary-only application component (240)
model/inference layer (159)
retrieval/search layer (144)
context/memory layer (134)		 accelerating-llm-inference-with-speculative-decoding-for-ai-agent-applications (linkedin, 2025)
agentic-ai-architecture-for-meeting-intelligence-and-productivity-automation (zoom, 2025)
agentic-news-analysis-platform-for-digital-asset-market-making (fsi, 2025)
guardrails-io-filtering guardrails-io-filtering 99 10.0% 14 2023: 10
2024: 22
2025: 45
2026: 17		 158 stated / 1 implied 62 article / 89 transcript / 8 summary 95 source-backed / 4 summary-only application component (195)
evaluation/observability layer (145)
retrieval/search layer (122)
context/memory layer (118)		 ai-agent-for-automated-merchant-classification-and-transaction-matching (ramp, 2025)
ai-augmented-code-review-system-for-large-scale-software-development (uber, 2025)
ai-powered-code-review-platform-at-scale (uber, 2025)
context-compaction context-compaction 98 9.9% 10 2023: 5
2024: 9
2025: 39
2026: 42		 156 stated / 0 implied 61 article / 83 transcript / 12 summary 92 source-backed / 6 summary-only application component (216)
context/memory layer (198)
evaluation/observability layer (153)
retrieval/search layer (113)		 agentic-code-reviewers-as-system-protectors (block, 2026)
ai-agents-for-documenting-tribal-knowledge-in-large-scale-data-pipelines (meta, 2026)
ai-powered-code-review-platform-using-abstract-syntax-trees-and-llm-context (baz, 2023)
data-quality-loop data-quality-loop 98 9.9% 12 2023: 9
2024: 25
2025: 32
2026: 23		 161 stated / 3 implied 49 article / 107 transcript / 8 summary 94 source-backed / 4 summary-only application component (234)
evaluation/observability layer (210)
retrieval/search layer (138)
data/source layer (129)		 ai-agent-automation-of-security-operations-center-analysis (doppel, 2025)
ai-agents-for-data-labeling-and-infrastructure-maintenance-at-scale (plaid, 2025)
ai-powered-artwork-quality-moderation-and-streaming-quality-management-at-scale (amazon_prime_video, 2025)
durable-execution durable-execution 93 9.4% 8 2023: 5
2024: 11
2025: 26
2026: 47		 151 stated / 1 implied 49 article / 92 transcript / 11 summary 90 source-backed / 3 summary-only application component (207)
evaluation/observability layer (126)
context/memory layer (117)
workflow/messaging layer (98)		 ai-agent-for-automated-feature-flag-removal (duolingo, 2025)
ai-driven-ddos-protection-system-using-temporal-workflow-orchestration (salesforce, 2026)
ai-generated-trip-reports-for-outdoor-recreation-guides (guidesly, 2026)
fine-tuning-adaptation fine-tuning-adaptation 90 9.1% 12 2023: 19
2024: 21
2025: 22
2026: 19		 132 stated / 1 implied 31 article / 88 transcript / 14 summary 86 source-backed / 4 summary-only model/inference layer (194)
application component (171)
evaluation/observability layer (138)
retrieval/search layer (117)		 advanced-fine-tuning-techniques-for-multi-agent-orchestration-at-scale (amazon, 2026)
agentic-news-analysis-platform-for-digital-asset-market-making (fsi, 2025)
ai-agent-automation-of-security-operations-center-analysis (doppel, 2025)
privacy-preserving-processing privacy-preserving-processing 88 8.9% 13 2023: 9
2024: 14
2025: 36
2026: 24		 135 stated / 0 implied 54 article / 79 transcript / 2 summary 87 source-backed / 1 summary-only application component (188)
data/source layer (133)
context/memory layer (103)
model/inference layer (103)		 ai-agent-system-for-automated-design-system-documentation (uber, 2026)
ai-powered-accounting-automation-using-claude-and-amazon-bedrock (floqast, 2025)
ai-powered-call-center-agents-for-healthcare-operations (heyrevia, 2023)
context-engineering context-engineering 83 8.4% 13 2023: 6
2024: 11
2025: 33
2026: 30		 124 stated / 1 implied 40 article / 49 transcript / 36 summary 77 source-backed / 6 summary-only application component (177)
evaluation/observability layer (121)
context/memory layer (115)
retrieval/search layer (74)		 building-claude-code-scaling-ai-powered-development-from-terminal-prototype-to-production (anthropic, 2024)
harness-engineering-building-software-where-humans-steer-and-agents-execute (openai, 2025)
harness-engineering-for-agentic-coding-systems (langchain, 2026)
fallback-degradation fallback-degradation 60 6.1% 9 2023: 9
2024: 11
2025: 24
2026: 13		 94 stated / 1 implied 45 article / 42 transcript / 8 summary 57 source-backed / 3 summary-only application component (174)
model/inference layer (83)
context/memory layer (81)
evaluation/observability layer (69)		 actionable-ci-intelligent-analysis-and-auto-remediation-of-ci-pipeline-failures (block, 2026)
ai-powered-contact-center-transformation-with-amazon-connect (traeger, 2024)
ai-powered-help-desk-for-accounts-payable-automation (xelix, 2025)
prompt-versioning prompt-versioning 59 6.0% 9 2023: 10
2024: 11
2025: 25
2026: 12		 89 stated / 2 implied 44 article / 35 transcript / 12 summary 55 source-backed / 4 summary-only evaluation/observability layer (133)
context/memory layer (123)
application component (99)
model/inference layer (78)		 agent-driven-development-for-ai-research-using-github-copilot-cli (github, 2026)
ai-agent-optimization-using-claude-to-systematically-improve-memory-extraction-quality (lerim, 2026)
ai-powered-hyper-personalized-email-campaign-automation (promptlayer, 2025)
prompt-chaining prompt-chaining 52 5.2% 7 2023: 10
2024: 15
2025: 16
2026: 9		 82 stated / 0 implied 49 article / 26 transcript / 7 summary 50 source-backed / 2 summary-only application component (111)
context/memory layer (88)
evaluation/observability layer (63)
data/source layer (55)		 agentic-ai-search-with-custom-evaluation-framework-for-church-management (pushpay, 2026)
agentic-ai-system-for-document-summarization-and-analysis (moveworks, 2024)
ai-augmented-code-review-system-for-large-scale-software-development (uber, 2025)

Near-Threshold Patterns

These patterns reach at least 3.5% frequency or clear the frequency threshold while missing industry spread.

Pattern Original names counted Deduped projects Frequency Industries Missing criterion Representative projects
retrieval-ranking retrieval-ranking 49 4.9% 9 frequency agent-memory-system-for-personalized-food-ordering-and-discovery (doordash, 2026)
ai-powered-conversational-food-ordering-with-ilo (ifood, 2026)
batch-offline-processing batch-offline-processing 41 4.1% 10 frequency agentic-mapreduce-for-whole-codebase-security-scanning (devin, 2026)
ai-powered-automated-graphql-schema-cleanup (whatnot, 2025)
confidence-thresholding confidence-thresholding 39 3.9% 6 frequency ai-driven-digital-twins-for-industrial-infrastructure-optimization (geminus, 2025)
ai-native-multi-agent-system-for-customer-onboarding-and-kyc (brex, 2026)
hybrid-search hybrid-search 39 3.9% 12 frequency agentic-ai-system-for-document-summarization-and-analysis (moveworks, 2024)
agentic-rag-implementation-for-retail-personalization-and-customer-support (mongodb, 2024)

Other Non-Qualifying Patterns

The highest-support remaining names are shown for boundary review.

Pattern Deduped projects Frequency Industries Missing criterion
query-rewriting 31 3.1% 10 frequency
semantic-caching 31 3.1% 6 frequency
synthetic-data-generation 31 3.1% 8 frequency
canary-rollout 27 2.7% 6 frequency
async-message-orchestration 22 2.2% 5 frequency
workflow-decomposition 14 1.4% 4 frequency
model-distillation 11 1.1% 5 frequency
forward-deployed-engineering 3 0.3% 1 frequency, industry spread
structured-output-validation 2 0.2% 1 frequency, industry spread
code-execution-sandbox 1 0.1% 1 frequency, industry spread
fallback-strategy 1 0.1% 1 frequency, industry spread
incremental-rollout 1 0.1% 1 frequency, industry spread

Reviewer Checks