FullStack Publications & Research Hub
Peer-Reviewed Evidence Anchors
Publications & Research Library
Canonical academic paper teardowns, real-world incident failure postmortems, production architecture reference guides, and strategic market maps with primary evidence citations.
All Publications84
Seminal Papers11
Incident Postmortems8
Architecture Guides30
System Teardowns25
Incident Postmortem
16 min readAn in-depth postmortem analyzing optimization divergence, runaway thinking loops, and zero-variance gradient explosions during large-scale GRPO reasoning alignment.
29 Sep 20262 sources
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16 min readAn architectural autopsy of a tier-1 LLM cluster cascading failure: how non-contiguous block fragmentation in PagedAttention triggered out-of-core thrashing and 100x P99 latency degradation.
29 Sep 20262 sources
Read ArticleEnterprise Case Study
16 min readHow tier-1 global investment banks deploy streaming LLM/VLM pipelines across 100,000+ wire transactions/sec to detect synthetic identity fraud while satisfying SEC/FINRA regulatory auditing.
5 Aug 20263 sources
Read ArticleEnterprise Case Study
16 min readHow tier-1 corporate M&A teams deploy agentic LLM pipelines to analyze 10,000+ confidential deal documents under zero-data-retention VPC constraints and deterministic audit logging.
3 Aug 20263 sources
Read ArticleEnterprise Case Study
16 min readHow enterprise pharmaceutical networks deploy multimodal LLM pipelines to parse unstructured EHRs, automate inclusion matching, and enforce HIPAA/FDA compliance boundaries.
3 Aug 20264 sources
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15 min readHow enterprises are deploying VLMs on edge devices to automate warehouse cycle counting, demonstrating clear ROI and dealing with physical constraints.
1 Aug 20261 source
Read ArticleEnterprise Case Study
8 min readDemonstrating how global banks deploy LLM red-teaming agents to stress-test regulatory controls, resulting in a 60% reduction in manual audit cycles.
1 Aug 20261 source
Read ArticleEnterprise Case Study
20 min readClinical value depends less on a model demonstration than on intended use, evidence quality, workflow fit, human control, monitoring, and accountable escalation.
16 Jul 20263 sources
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