Updates ジャーナル
Updates & Insights
Thoughts on AI infrastructure, agent memory, and building production ML systems.
The global battle for sovereign agent infrastructure: narratives, capital and standards
sovereignty / sovereign-ai / agent-infrastructure / eu-ai-act / open-standards / oamp / regulated / geopolitics
The real economics of agent swarms: 82 cents on bugfix and rework today, factories tomorrow
economics / agent-swarms / dark-factory / cost-governance / ninmu / rework / substrate / regulated
The factory's memory that improves itself
kizuna-mem / kizuna-tune / online-learning / thompson-sampling / edge-weights / self-tuning / regulated / substrate / governance
What regulated buyers should demand in memory benchmarks (2026 edition)
memory / benchmarks / locomo / beam / magma / kizuna-mem / governance / regulated-ai / oamp / bitemporal
Memory consolidation, decay and sleeping in long-lived regulated missions
kizuna-mem / memory / consolidation / decay / dark-factory / budget-governance / regulated / substrate / ebbinghaus
Hardware implications of the agentic wave: DRAM, HBM, servers 2026-2027
hardware / dram / hbm / agentic-ai / sovereign-infra / voxeltron / on-prem / capex-opex / substrate
Composable agent platforms via open standards: OAMP, MCP, and signed artifacts
oamp / mcp / open-standards / supply-chain / composability / interoperability / substrate / kizuna
Supply-chain risk in the age of cheap agentic vulnerability discovery
supply-chain / security / agentic-ai / substrate / ultra / kizuna / voxeltron / sbom
Two Ways to Forget: Compliance Decay vs. Adaptive Decay in Kizuna-Mem
kizuna-mem / decay / memory / forgetting-curves / compliance / ebbinghaus / temporal / agent-memory
GDPR hard-delete in agent memory graphs: the technical mechanics
gdpr / hard-delete / kizuna-mem / oamp / bitemporal / crypto-shred / graph-surgery / eprivacy / regulated / substrate
OAMP as the interoperability layer: composing best-in-class memory without lock-in
oamp / interoperability / memory / governed-factory / kizuna-mem / cosmictron / dark-factory / regulated / substrate / open-standard
Extreme density and speed: the compute fabric that makes the dark factory viable
voxeltron / dark-factory / compute-fabric / agent-runtime / density / substrate / cosmictron / ninmu
Kizuna: the code forge built for agents as first-class citizens
kizuna / supply-chain / agent-identity / signed-artifacts / ci-cd / mcp / ultra / substrate
One binary, the whole runtime: WASM hot-reload, durable sessions and voice in Cosmictron
cosmictron / dark-factory / wasm / hot-reload / agent-runtime / substrate / dbsp / developer-experience
Cost governance before the invoice arrives: the non-negotiable for 2027 agent projects
cost-governance / ninmu / dark-factory / budget-ledger / agent-orchestration / token-economics / substrate / regulated
Multi-agent coordination without races: embedded realtime state vs external queues
cosmictron / multi-agent / coordination / dark-factory / realtime-state / dbsp / substrate / race-conditions
Deterministic replay is the audit trail: the whole run, reconstructable
cosmictron / ultra / audit-trail / deterministic-replay / regulated / dora / mifid / eu-ai-act / substrate
DBSP incremental view maintenance: the death of polling for real-time agent state
dbsp / cosmictron / real-time / incremental-computation / agent-runtime / dark-factory / substrate / stream-processing
Provenance, not recall accuracy, is the real differentiator
memory / provenance / compliance / audit / kizuna-mem / ultra / oamp / regulated-ai
Memory that was never there: hard-delete, governance by omission, and GDPR as a feature of the factory
gdpr / hard-delete / governance-by-omission / kizuna-mem / oamp / bitemporal / eu-ai-act / regulated / substrate
Spreading activation and governance: explainable retrieval regulators can trust
kizuna-mem / spreading-activation / governed-memory / explainability / act-r / retrieval / compliance / regulated
Bitemporal memory as the compliance backbone of the dark factory
bitemporal / kizuna-mem / compliance / audit / dark-factory / regulated / substrate / provenance
Governed Memory: OAMP 1.2 ships, 1.3 puts the gate on the data buffet
oamp / governed-memory / agent-memory / privacy / governance / finance / healthcare / government / legal / open-standard / substrate
The open, sovereign alternative to Palantir-style platforms for government and critical infrastructure
sovereignty / government / critical-infrastructure / palantir / open-standards / oamp / eu-ai-act / substrate
Trade finance evidence packs with full lineage: from associate-weeks to machine-hours
trade-finance / aml / evidence-pack / lineage / compliance / substrate / dark-factory / regulated
Human approval gates that don't become bottlenecks: designing the dark-factory perimeter
human-in-the-loop / approval-gates / dark-factory / ninmu / governance / compliance / regulated / substrate
Sovereign AI: air-gapped by default, owned models, no extraterritorial cloud risk
sovereignty / air-gap / cloud-act / open-weight-models / regulated / substrate / voxeltron / ninmu
Cryptographic agent identity: Ultra's separate authority plane
ultra / cryptography / agent-identity / audit-log / ed25519 / dark-factory / substrate / regulated
EU AI Act Article 12 and Annex III: what high-risk agent systems must log by August 2026
eu-ai-act / compliance / logging / high-risk-ai / audit-trail / substrate / ultra / regulated
The missing 80%: why glue-stack pilots die and the dark factory survives
governance / dark-factory / regulated-enterprise / glue-stack / substrate / budget-control / pilot-design / sovereign-ai
The six systems as one dark factory, not a stack, a contract
substrate / dark-factory / architecture / governed-ai / regulated / sovereign / audit-trail / six-systems
Declare the mission and the budget: the new interface for regulated work
ninmu / dark-factory / budget-governance / agent-orchestration / cost-control / regulated / substrate
DeepSeek V4 Just Reset the Price Floor for Agentic AI
deepseek / deepseek-v4 / agentic-ai / hermes / openclaw / ascend / huawei / nvidia / cuda / model-economics / long-context / attention
Your Agent's Memory Dies When You Switch Tools. We're Fixing That.
oamp / agent-memory / open-standard / portability / privacy / rust / typescript / python / go / elixir / interoperability
Nobody Else Is Tuning Their Memory Engine
kizuna-tune / bohb / thompson-sampling / lambdamart / learning-to-rank / agent-memory / retrieval
Karpathy's Autoresearch and the Memory Problem for Autonomous AI Agents
autoresearch / karpathy / autonomous-agents / agent-memory / ml-research / temporal-knowledge-graph
Your Agent's Memory Is Lying to You
ai-agents / memory / rag / vector-search / temporal-graphs