https://alchemictechnology.com/blog/ AI agents, automation, and practical engineering — from the team behind OpenClaw deployments and AI tooling. en-us Wed, 12 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/agent-release-manifests.html The fastest way to turn a promising AI agent into an operational liability is to ship it as a vibe: a prompt here, a few tool bindings there, a credential in a secret st… Wed, 12 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/agent-release-manifests.html https://alchemictechnology.com/blog/posts/agent-incident-response-graphs.html The easiest way to make an incident-response agent look impressive is to give it access to every dashboard, every trace, every log stream, and every runbook, then ask it… Tue, 11 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/agent-incident-response-graphs.html https://alchemictechnology.com/blog/posts/agent-skill-lifecycle.html The first time an AI agent uses a well-written skill, it feels like cheating in the best possible way. A messy recurring task becomes a named procedure. The agent loads… Mon, 10 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/agent-skill-lifecycle.html https://alchemictechnology.com/blog/posts/programmatic-tool-calling.html JSON tool calls made AI agents practical. They gave teams a clean way to ask a model for structured arguments, validate those arguments, run application code, and send t… Sun, 09 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/programmatic-tool-calling.html https://alchemictechnology.com/blog/posts/cross-user-agent-sandboxes.html The easiest enterprise agent demo to sell is also one of the most dangerous: give every employee an assistant, let those assistants talk to each other, and watch work mo… Sat, 08 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/cross-user-agent-sandboxes.html https://alchemictechnology.com/blog/posts/prweaver-code-auditor-threat-model.html The dangerous version of an AI code-review failure is not dramatic. The agent does not crash. It does not hallucinate a fake vulnerability. It reads the pull request, co… Fri, 07 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/prweaver-code-auditor-threat-model.html https://alchemictechnology.com/blog/posts/permission-literacy-mobile-agents.html A mobile agent that can book an appointment, message a customer, update a calendar, or move through an app on your behalf will eventually hit the same ordinary-looking w… Thu, 06 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/permission-literacy-mobile-agents.html https://alchemictechnology.com/blog/posts/persistent-agent-memory-evals.html Every serious agent product now wants to say it has memory. The pitch is easy to understand: a personal assistant should remember preferences, a coding agent should reme… Wed, 05 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/persistent-agent-memory-evals.html https://alchemictechnology.com/blog/posts/minimum-necessary-agent-communication.html The privacy failure that breaks an agentic workflow may not look like a chatbot blurting out a Social Security number. It may look boring. A routing agent summarizes a c… Tue, 04 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/minimum-necessary-agent-communication.html https://alchemictechnology.com/blog/posts/agent-native-serving-systems.html The easiest mistake in agent infrastructure is to treat an agent like a chatbot with a longer timeout. That assumption works just long enough to be dangerous. A chatbot… Mon, 03 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/agent-native-serving-systems.html https://alchemictechnology.com/blog/posts/visual-agent-tool-faithfulness.html A tool call is not evidence just because it appears in an agent trace. That distinction matters more as AI agents become multimodal. The modern demo often looks convinci… Sun, 02 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/visual-agent-tool-faithfulness.html https://alchemictechnology.com/blog/posts/agent-eval-evidence-lake.html Most AI teams can tell you which model looked best in the last demo. Fewer can tell you why it looked better, whether the scaffold changed, which verifier judged the run… Sat, 01 Aug 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/agent-eval-evidence-lake.html https://alchemictechnology.com/blog/posts/proofagent-production-readiness.html A good agent demo is usually a story about capability. The model found the right record, called the right tool, drafted the right response, and made the workflow look ea… Fri, 31 Jul 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/proofagent-production-readiness.html https://alchemictechnology.com/blog/posts/patient-agent-clinical-simulation.html A patient-facing healthcare agent can sound medically fluent and still be unsafe in the workflow that matters. That distinction is easy to miss. Most AI demos show the m… Thu, 30 Jul 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/patient-agent-clinical-simulation.html https://alchemictechnology.com/blog/posts/workflow-compiler-agent-execution.html The most expensive agent failures usually do not look like science fiction. They look like ordinary process failures. A support agent skips the verification step because… Wed, 29 Jul 2026 10:00:00 GMT https://alchemictechnology.com/blog/posts/workflow-compiler-agent-execution.html https://alchemictechnology.com/blog/posts/agent-failure-drills.html The easiest agent demo is the clean one: a user asks for something, the model chooses the right tool, the tool returns a valid response, and the agent... Tue, 23 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-failure-drills.html https://alchemictechnology.com/blog/posts/agent-control-is-a-user-experience.html The agent-safety conversation is shifting. For the last year, most teams have asked whether a model can follow instructions, resist prompt injection,... Mon, 22 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-control-is-a-user-experience.html https://alchemictechnology.com/blog/posts/support-agent-eval-flywheel.html The weakest version of a customer-support AI agent is easy to describe: it sits in front of the help center, answers what it can, and tries to keep... Sun, 21 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/support-agent-eval-flywheel.html https://alchemictechnology.com/blog/posts/multi-agent-roi-ledger.html The easiest way to make an AI automation roadmap look sophisticated is to add more agents. A planner agent. A researcher agent. A critic agent. A tool... Sat, 20 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/multi-agent-roi-ledger.html https://alchemictechnology.com/blog/posts/terminal-agents-api-contracts.html Most enterprise agent demos still start in the browser. The agent opens a page, reads the interface, clicks a button, waits for a spinner, misreads a... Fri, 19 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/terminal-agents-api-contracts.html https://alchemictechnology.com/blog/posts/browser-agent-replay-harness.html Browser-agent failures are easy to describe and hard to fix. The agent clicked the wrong button. It missed the modal. It copied a stale price. It... Thu, 18 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/browser-agent-replay-harness.html https://alchemictechnology.com/blog/posts/agent-credential-leases.html The most dangerous part of an enterprise AI agent is not always the model. It is often the credential quietly attached to the tool call. Wed, 17 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-credential-leases.html https://alchemictechnology.com/blog/posts/agent-execution-firewalls.html The default safety move for an AI agent is still too often a longer prompt. Tue, 16 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-execution-firewalls.html https://alchemictechnology.com/blog/posts/scientific-agents-retrieval-rails.html When an AI agent fails at a real workflow, the usual reflex is to reach for a stronger model. Bigger context window. More reasoning. A longer system... Mon, 15 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/scientific-agents-retrieval-rails.html https://alchemictechnology.com/blog/posts/agent-telemetry-control-plane.html The first production incident usually does not look like a science-fiction failure. It looks like a meeting. Sun, 14 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-telemetry-control-plane.html https://alchemictechnology.com/blog/posts/agent-inventory-layer.html The awkward question after most agent pilots is not, “Did it work?” It is, “What exactly did we just connect?” Sat, 13 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-inventory-layer.html https://alchemictechnology.com/blog/posts/ai-agent-black-box-recorder.html The uncomfortable question after an AI agent incident is rarely, “Did the dashboard show activity?” It is usually much more basic: “Can we reconstruct... Fri, 12 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/ai-agent-black-box-recorder.html https://alchemictechnology.com/blog/posts/ai-content-chain-of-custody.html A watermark is a useful signal, but it is a thin one. It can help answer, “Was this asset generated or altered by a known system?” It does not answer... Thu, 11 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/ai-content-chain-of-custody.html https://alchemictechnology.com/blog/posts/coding-agent-mise-en-place.html A good chef does not begin dinner service by rummaging through the pantry, discovering the menu mid-order, and hoping the oven has the right settings.... Wed, 10 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/coding-agent-mise-en-place.html https://alchemictechnology.com/blog/posts/agent-onboarding-evals.html A benchmark score is a resume. It tells you something useful about the candidate, but it does not tell you how they behave on their first day inside... Tue, 09 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-onboarding-evals.html https://alchemictechnology.com/blog/posts/multi-agent-org-chart.html The easiest mistake in agent design is assuming that once agents can talk to each other, they can coordinate with each other. Mon, 08 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/multi-agent-org-chart.html https://alchemictechnology.com/blog/posts/data-agents-query-contracts.html The most seductive enterprise AI demo is still the simplest one: open a chat box, ask a business question, and watch the system query company data like... Sun, 07 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/data-agents-query-contracts.html https://alchemictechnology.com/blog/posts/agent-preflight-certificate.html The word “pilot” has done too much work in enterprise AI. Sat, 06 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-preflight-certificate.html https://alchemictechnology.com/blog/posts/industrial-agent-sandboxes.html The most misleading thing about an enterprise AI agent demo is not that it is fake. It is that it is clean. Fri, 05 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/industrial-agent-sandboxes.html https://alchemictechnology.com/blog/posts/agent-security-evals-spec.html Most agent security testing still looks too much like chatbot testing with a tool belt attached. Thu, 04 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-security-evals-spec.html https://alchemictechnology.com/blog/posts/blast-radius-budget-agent-containment.html A chatbot can be wrong in a familiar way: it says something false, omits a caveat, or gives a weak recommendation. An agent can be wrong with a shell,... Wed, 03 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/blast-radius-budget-agent-containment.html https://alchemictechnology.com/blog/posts/coding-agents-research-infrastructure.html Anthropic’s new survey of quantitative social scientists is easy to read as an academic labor story. Economists are adopting coding agents faster than... Tue, 02 Jun 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/coding-agents-research-infrastructure.html https://alchemictechnology.com/blog/posts/agent-evals-need-state.html A support agent gets a refund request, apologizes nicely, confirms the amount, names the right policy, and closes with a warm sign-off. The transcript... Tue, 26 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-evals-need-state.html https://alchemictechnology.com/blog/posts/agent-escape-bench.html Most agent demos succeed for an unremarkable reason: the room is familiar. The agent has, in effect, seen the furniture before. Book the trip, update... Mon, 25 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-escape-bench.html https://alchemictechnology.com/blog/posts/agent-workflow-store.html Ask a personal agent to do something boring — book a flight, move money between accounts, reply to a customer, generate an invoice — and watch how it... Sun, 24 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-workflow-store.html https://alchemictechnology.com/blog/posts/complex-mcp-last-mile-agents.html Plugging an agent into your tools has never been easier. The [Model Context Protocol](https://modelcontextprotocol.io/docs/getting-started/intro) gives... Sat, 23 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/complex-mcp-last-mile-agents.html https://alchemictechnology.com/blog/posts/intent-to-execution-integrity.html Picture a support agent wired into your stack. A customer asks it to update a shipping address. The agent reads the ticket, pulls the order, edits the... Fri, 22 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/intent-to-execution-integrity.html https://alchemictechnology.com/blog/posts/delegated-work-ai-adoption-gap.html For a few years, the story of enterprise AI was a story about access. Who had the licenses, who had the seats, who had unblocked the model at the... Thu, 21 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/delegated-work-ai-adoption-gap.html https://alchemictechnology.com/blog/posts/policy-dense-healthcare-agents.html There is a wide gap between an assistant that can summarize a prior authorization policy and an agent that is supposed to actually move a prior... Wed, 20 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/policy-dense-healthcare-agents.html https://alchemictechnology.com/blog/posts/cheaper-agent-benchmarks.html There is a quiet assumption baked into how most teams evaluate AI agents: that running the benchmark is basically free, the way running a unit test is... Tue, 19 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/cheaper-agent-benchmarks.html https://alchemictechnology.com/blog/posts/agent-memory-control-plane.html A bigger context window makes a single conversation cheaper to run. It does not tell you what your agent learned last Tuesday, whether that lesson was... Mon, 18 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-memory-control-plane.html https://alchemictechnology.com/blog/posts/reward-hacking-benchmark-agent-cheating.html There is an uncomfortable failure mode in agentic systems that most evaluation dashboards are blind to. It is not that the model refuses the task. It... Sun, 17 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/reward-hacking-benchmark-agent-cheating.html https://alchemictechnology.com/blog/posts/ai-agents-operating-system-security.html For most of the last few years, the mental model for an AI assistant was a conversation. You typed something, it answered, and the worst-case outcome... Sat, 16 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/ai-agents-operating-system-security.html https://alchemictechnology.com/blog/posts/agent-telemetry-contracts.html It is Tuesday morning and your support agent did something. A refund was issued, a ticket was reclassified, a CRM row was updated, and a customer is... Fri, 15 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-telemetry-contracts.html https://alchemictechnology.com/blog/posts/coding-agents-permission-compiler.html Coding agents are turning into filesystem actors. They open shells, edit repos, install dependencies, and run arbitrary scripts on machines you care... Fri, 15 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/coding-agents-permission-compiler.html https://alchemictechnology.com/blog/posts/cocoda-tool-library-dags.html A tool-using agent starts out simple. Give the model a calculator, a database query function, a few scripts, maybe a browser, and let it route between... Wed, 13 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/cocoda-tool-library-dags.html https://alchemictechnology.com/blog/posts/agent-tool-use-interpretability.html The most dangerous agent failure is not always the dramatic one. Sometimes it is quieter: the agent answers without making the tool call it needed,... Mon, 11 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-tool-use-interpretability.html https://alchemictechnology.com/blog/posts/confidential-computing-agentic-ai.html The uncomfortable part of deploying useful agents is not that they can answer questions. It is that they eventually need to hold secrets, read private... Fri, 08 May 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/confidential-computing-agentic-ai.html https://alchemictechnology.com/blog/posts/agent-trace-validation-correct-behavior-examples.html A new arXiv paper proposes learning essential agent workflow states from a few passing traces, then validating future runs against those milestones instead of trusting self-reports. Thu, 07 May 2026 14:00:00 +0000 https://alchemictechnology.com/blog/posts/agent-trace-validation-correct-behavior-examples.html https://alchemictechnology.com/blog/posts/agentsearchbench-execution-grounded-agent-search.html AgentSearchBench shows description similarity is not enough to rank agents. Here is what execution-grounded retrieval means for builders running registries in 2026. Tue, 28 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/agentsearchbench-execution-grounded-agent-search.html https://alchemictechnology.com/blog/posts/feedback-over-form-execution-feedback-pipeline-topology-code-generation.html A new preprint tests whether smarter multi-agent pipeline layouts beat simple self-refinement for 1-3B code models. The answer is mostly no, and what actually moves the needle is execution feedback. Mon, 27 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/feedback-over-form-execution-feedback-pipeline-topology-code-generation.html https://alchemictechnology.com/blog/posts/cosplay-skill-bank-long-horizon-agents.html COSPLAY pairs a decision agent with a skill-bank agent that mines reusable skills from rollouts. Here is what it shows, and what builders can borrow. Sat, 25 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/cosplay-skill-bank-long-horizon-agents.html https://alchemictechnology.com/blog/posts/ares-systemic-vulnerability-rlhf-reward-model.html A new ACL 2026 paper reveals a hidden failure mode in RLHF pipelines: the reward model and the LLM can fail together, silently. ARES is designed to find and fix both. Wed, 22 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/ares-systemic-vulnerability-rlhf-reward-model.html https://alchemictechnology.com/blog/posts/lace-lattice-attention-cross-thread-exploration.html A new arXiv preprint, LACE, modifies transformer attention so parallel reasoning threads exchange information mid-generation. We unpack what it shows, where it holds up, and where it doesn't. Tue, 21 Apr 2026 10:20:00 +0000 https://alchemictechnology.com/blog/posts/lace-lattice-attention-cross-thread-exploration.html https://alchemictechnology.com/blog/posts/context-over-content-evaluation-faking-llm-judges.html A new preprint shows LLM judges systematically soften verdicts when informed their assessments affect the evaluated model's fate. Sun, 19 Apr 2026 10:09:00 +0000 https://alchemictechnology.com/blog/posts/context-over-content-evaluation-faking-llm-judges.html https://alchemictechnology.com/blog/posts/context-over-content-llm-judge-consequence-framing.html A new preprint shows that telling a judge model its verdict might get a model retrained makes it roughly 30% less likely to flag unsafe content — and it has no idea it's doing it. Sat, 18 Apr 2026 10:20:00 +0000 https://alchemictechnology.com/blog/posts/context-over-content-llm-judge-consequence-framing.html https://alchemictechnology.com/blog/posts/gft-post-training-sft-rl-compatibility.html A Zhejiang University preprint argues that standard SFT can make downstream RL less effective, and proposes Group Fine-Tuning as a more stable bridge between imitation and reward-based post-training. Fri, 17 Apr 2026 10:13:00 +0000 https://alchemictechnology.com/blog/posts/gft-post-training-sft-rl-compatibility.html https://alchemictechnology.com/blog/posts/exploration-exploitation-errors-measurable-language-model-agents.html A new arXiv preprint introduces a policy-agnostic way to measure exploration and exploitation errors from agent trajectories alone, and finds that exploration failure, not exploitation, is what separates strong agents from weak ones. Thu, 16 Apr 2026 10:15:00 +0000 https://alchemictechnology.com/blog/posts/exploration-exploitation-errors-measurable-language-model-agents.html https://alchemictechnology.com/blog/posts/memory-worth-when-to-forget-ai-agent-memory-governance.html A new arXiv preprint introduces Memory Worth, a simple two-counter signal for estimating which AI agent memories may have gone stale and could be candidates for suppression or review. Wed, 15 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/memory-worth-when-to-forget-ai-agent-memory-governance.html https://alchemictechnology.com/blog/posts/seven-steps-log-analysis-ai-systems.html A consortium of leading AI safety institutions just published the first systematic methodology for analyzing AI agent logs — a seven-step pipeline from purpose definition to statistical analysis. Tue, 14 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/seven-steps-log-analysis-ai-systems.html https://alchemictechnology.com/blog/posts/openkedge-governing-agentic-mutation.html OpenKedge proposes restructuring AI agent mutation from reactive API calls to governed intent proposals — with cryptographic audit chains. Here's why the architectural shift matters for production systems. Mon, 13 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/openkedge-governing-agentic-mutation.html https://alchemictechnology.com/blog/posts/llm-advertising-conflicts-of-interest-preprint.html A Princeton and UW preprint tests seven model families in structured advertising scenarios, and reports that many prioritize sponsored products over user welfare when prompted to do so. Sun, 12 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/llm-advertising-conflicts-of-interest-preprint.html https://alchemictechnology.com/blog/posts/supernova-rlvr-data-curation-general-reasoning.html A UCLA preprint argues that curating the right training data for reinforcement learning may matter more than scaling compute, and that human-annotated instruction datasets may already contain useful signal for improving reasoning beyond math and code in smaller models. Sat, 11 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/supernova-rlvr-data-curation-general-reasoning.html https://alchemictechnology.com/blog/posts/selfdoubt-uncertainty-reasoning-llms.html How reasoning models reveal their own uncertainty through hedging language — and what it means for production AI systems deploying reasoning models via proprietary APIs. Fri, 10 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/selfdoubt-uncertainty-reasoning-llms.html https://alchemictechnology.com/favicon.svg https://alchemictechnology.com/blog/ https://alchemictechnology.com/blog/posts/claude-mythos-preview-cyber-risk-ai-safety.html Anthropic's Claude Mythos Preview system card signals a frontier cyber capability jump significant enough that the lab chose restricted release over broad commercial deployment. Wed, 08 Apr 2026 02:45:00 +0000 https://alchemictechnology.com/blog/posts/claude-mythos-preview-cyber-risk-ai-safety.html https://alchemictechnology.com/blog/posts/tabqworld-multimodal-table-reasoning.html A training-free framework from UCLA, McGill, and HKUST dynamically switches between visual and textual table representations on the fly — achieving 4.87% better accuracy while cutting inference latency by a third. Tue, 07 Apr 2026 17:30:00 +0000 https://alchemictechnology.com/blog/posts/tabqworld-multimodal-table-reasoning.html https://alchemictechnology.com/blog/posts/xpertbench-expert-ceiling-llm-evaluation.html A new ByteDance Seed preprint introduces XpertBench, a rubric-based benchmark with 1,346 expert-oriented tasks across 80 categories. On the paper's reported evaluation subset, even the top model reaches 66.20%. Mon, 06 Apr 2026 10:10:00 +0000 https://alchemictechnology.com/blog/posts/xpertbench-expert-ceiling-llm-evaluation.html https://alchemictechnology.com/blog/posts/utah-ai-psychiatric-refills-legion.html Utah’s Legion pilot does not let AI broadly “do psychiatry”; it permits a tightly limited, closely audited workflow for some psychiatric medication refill renewals under human oversight. Sun, 05 Apr 2026 13:29:00 +0000 https://alchemictechnology.com/blog/posts/utah-ai-psychiatric-refills-legion.html https://alchemictechnology.com/blog/posts/procedural-knowledge-retrieval-reasoning-models.html A new preprint suggests document RAG can hurt reasoning models on hard benchmarks. Procedural retrieval from a 32M-recipe memory boosts accuracy by up to 19.2% in the paper's tested settings, with no fine-tuning. Sat, 04 Apr 2026 18:47:00 +0000 https://alchemictechnology.com/blog/posts/procedural-knowledge-retrieval-reasoning-models.html https://alchemictechnology.com/blog/posts/no-attacker-needed-cross-user-contamination-llm-agents.html A new arXiv paper shows shared-state LLM agents can fail without any attacker at all, leaking benign user conventions across sessions with contamination rates up to 70.7%. Sat, 04 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/no-attacker-needed-cross-user-contamination-llm-agents.html https://alchemictechnology.com/blog/posts/silicon-mirror-anti-sycophancy-llm-agents.html A new arXiv paper introduces The Silicon Mirror, a dynamic framework that reduces LLM sycophancy by 85.7% on Claude Sonnet 4 using behavioral gating and adapter-based intervention. Fri, 03 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/silicon-mirror-anti-sycophancy-llm-agents.html https://alchemictechnology.com/blog/posts/signals-trajectory-triage-agentic-systems.html A new paper from DigitalOcean proposes lightweight, model-free signals for triaging agent trajectories — achieving 82% informativeness rate with 1.52× efficiency over random sampling. Thu, 02 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/signals-trajectory-triage-agentic-systems.html https://alchemictechnology.com/blog/posts/self-organizing-llm-agents.html A 25,000-task experiment across 8 models and 256 agents shows that self-organizing LLM agents with minimal structure outperform centralized coordination by 14% and fully autonomous systems by 44%. Wed, 01 Apr 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/self-organizing-llm-agents.html https://alchemictechnology.com/blog/posts/ted-training-free-experience-distillation.html A new framework shows you can transfer a teacher model's reasoning to a student by editing prompts, not weights — at 1/23rd the cost of traditional distillation. Tue, 31 Mar 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/ted-training-free-experience-distillation.html https://alchemictechnology.com/blog/posts/logicdiff-logic-guided-denoising-diffusion-llm-reasoning.html A training-free inference trick exposes the real bottleneck in masked diffusion language models. LogicDiff improves GSM8K accuracy from 22% to 60.7% without changing a single model weight. Tue, 31 Mar 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/logicdiff-logic-guided-denoising-diffusion-llm-reasoning.html https://alchemictechnology.com/blog/posts/autob2g-ai-agents-building-grid-simulation.html A new LLM-driven multi-agent framework takes a plain English description and autonomously writes, runs, and debugs a full building-to-grid energy simulation — no manual coding required. Mon, 30 Mar 2026 21:00:00 +0000 https://alchemictechnology.com/blog/posts/autob2g-ai-agents-building-grid-simulation.html https://alchemictechnology.com/blog/posts/caid-multi-agent-git-coordination.html CMU researchers introduce CAID, a multi-agent coordination framework using git primitives that improves coding agent accuracy by up to 26.7% on complex software engineering tasks. Sun, 29 Mar 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/caid-multi-agent-git-coordination.html https://alchemictechnology.com/blog/posts/turboquant-kv-cache-compression-llm-efficiency.html Google Research's TurboQuant pushes KV-cache compression near its practical limits. Here's what the paper actually claims, what matters, and what developers should not overstate. Sat, 28 Mar 2026 15:00:00 +0000 https://alchemictechnology.com/blog/posts/turboquant-kv-cache-compression-llm-efficiency.html https://alchemictechnology.com/blog/posts/writeback-rag-trainable-knowledge-base.html WriteBack-RAG proposes treating the RAG knowledge base as trainable. By distilling scattered evidence into compact knowledge units, it improves performance across 4 RAG methods, 6 benchmarks, and 2 LLMs — with zero inference-time overhead. Sat, 28 Mar 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/writeback-rag-trainable-knowledge-base.html https://alchemictechnology.com/blog/posts/claude-mythos-capybara-leak-what-we-know.html An unsecured CMS exposed Anthropic's most powerful model yet — Claude Mythos, part of a new Capybara tier above Opus. Here's what we know, what the cybersecurity industry is panicking about, and why the irony is almost too perfect. Fri, 27 Mar 2026 18:00:00 +0000 https://alchemictechnology.com/blog/posts/claude-mythos-capybara-leak-what-we-know.html https://alchemictechnology.com/blog/posts/arc-agi-3-benchmark-agentic-intelligence.html ARC-AGI-3 arrives with a stunning result: humans solve 100% of its interactive environments while every frontier AI system scores below 1%. Here is what this means for the state of agentic intelligence. Fri, 27 Mar 2026 10:00:00 +0000 https://alchemictechnology.com/blog/posts/arc-agi-3-benchmark-agentic-intelligence.html https://alchemictechnology.com/blog/posts/session-risk-memory-agent-safety.html https://alchemictechnology.com/blog/posts/session-risk-memory-agent-safety.html Thu, 26 Mar 2026 10:04:00 +0000 Stone A new paper introduces Session Risk Memory (SRM), a lightweight module that detects distributed multi-turn attacks on AI agents by tracking behavioral drift — with perfect F1 and zero false positives. https://alchemictechnology.com/blog/posts/sparse-feature-attention-transformer-efficiency.html https://alchemictechnology.com/blog/posts/sparse-feature-attention-transformer-efficiency.html Wed, 25 Mar 2026 10:04:00 +0000 Stone SFA sparsifies query and key features instead of tokens, achieving 2.5× speedup and 50% KV-cache reduction while matching dense attention quality. An ICLR 2026 paper breakdown. https://alchemictechnology.com/blog/posts/cyberattackers-faster-smarter-how-to-fight-back.html https://alchemictechnology.com/blog/posts/cyberattackers-faster-smarter-how-to-fight-back.html Tue, 24 Mar 2026 20:30:00 +0000 Stone AI-powered attacks now hand off compromised networks in 22 seconds. Mandiant's 2025 threat data reveals how fast the game has changed — and what defenders must do now. https://alchemictechnology.com/blog/posts/promas-proactive-error-forecasting-multi-agent-systems.html https://alchemictechnology.com/blog/posts/promas-proactive-error-forecasting-multi-agent-systems.html Tue, 24 Mar 2026 10:03:00 +0000 Stone ProMAS introduces proactive error forecasting for LLM-based multi-agent systems using Markov transition dynamics, detecting reasoning failures before they propagate by monitoring semantic velocity. https://alchemictechnology.com/blog/posts/hyperagents-ai-that-improves-how-it-improves.html https://alchemictechnology.com/blog/posts/hyperagents-ai-that-improves-how-it-improves.html Mon, 23 Mar 2026 10:00:00 +0000 Stone Meta FAIR introduces HyperAgents — self-referential AI agents that can modify their own improvement mechanisms. Results show meta-level improvements transfer across domains, from paper review to math grading. https://alchemictechnology.com/blog/posts/os-themis-gui-agent-critics.html https://alchemictechnology.com/blog/posts/os-themis-gui-agent-critics.html Sun, 22 Mar 2026 10:03:00 +0000 Stone A new multi-agent critic framework that makes RL training actually work for GUI agents — with 10.3% improvement on AndroidWorld. https://alchemictechnology.com/blog/posts/helium-workflow-aware-llm-serving.html https://alchemictechnology.com/blog/posts/helium-workflow-aware-llm-serving.html Sat, 21 Mar 2026 10:04:00 +0000 Stone A new paper introduces Helium, a workflow-aware LLM serving framework that treats agentic workloads like database query plans. Up to 1.56x speedup by eliminating redundant compute across chained LLM calls. https://alchemictechnology.com/blog/posts/ucpof-uncertainty-calibrated-prompt-optimization-rag.html https://alchemictechnology.com/blog/posts/ucpof-uncertainty-calibrated-prompt-optimization-rag.html Fri, 20 Mar 2026 10:03:00 +0000 Stone UCPOF uses first-token uncertainty to cut RAG retrieval calls by 50% while beating always-on RAG accuracy by 5.75%. A practical framework for smarter prompt optimization. https://alchemictechnology.com/blog/posts/nextmem-latent-factual-memory-llm-agents.html https://alchemictechnology.com/blog/posts/nextmem-latent-factual-memory-llm-agents.html Wed, 19 Mar 2026 15:30:00 +0000 Stone A new framework compresses agent memory into 15 latent vectors with near-lossless reconstruction. Here's how NextMem's autoregressive autoencoder works and why it matters for the future of AI agents. https://alchemictechnology.com/blog/posts/mirothinker-h1-verification-agents.html https://alchemictechnology.com/blog/posts/mirothinker-h1-verification-agents.html Thu, 19 Mar 2026 10:00:00 +0000 Stone MiroThinker-H1 introduces verification-centric reasoning for AI research agents, achieving state-of-the-art results on BrowseComp, GAIA, and more — while using fewer interaction steps. We break down the paper. https://alchemictechnology.com/blog/posts/minimax-m27-self-evolving-ai.html https://alchemictechnology.com/blog/posts/minimax-m27-self-evolving-ai.html Wed, 18 Mar 2026 18:00:00 +0000 Stone MiniMax M2.7 is the first model that actively participated in its own development — building skills, running RL experiments, and optimizing its own scaffolding. Here's what that means for AI agents. https://alchemictechnology.com/blog/posts/ant-colony-agent-routing-amro-s.html https://alchemictechnology.com/blog/posts/ant-colony-agent-routing-amro-s.html Tue, 17 Mar 2026 00:00:00 +0000 Stone AMRO-S uses ant colony optimization to route tasks across multiple LLMs — delivering 4.7× faster throughput, better accuracy than GPT-4o, and full interpretability. Here's how it works. https://alchemictechnology.com/blog/posts/openclaw-rl-training-agents-through-conversation.html https://alchemictechnology.com/blog/posts/openclaw-rl-training-agents-through-conversation.html Mon, 16 Mar 2026 00:00:00 +0000 Stone Princeton's OpenClaw-RL framework turns every conversation, command, and interaction into a live training signal — no labeled datasets required. Here's how it works. https://alchemictechnology.com/blog/posts/enterprise-ai-governance-openclaw.html https://alchemictechnology.com/blog/posts/enterprise-ai-governance-openclaw.html Mon, 16 Mar 2026 00:00:00 +0000 Stone Learn how to build policy engines, approval workflows, and auditable agent execution around OpenClaw to safely deploy AI agents in enterprise environments. https://alchemictechnology.com/blog/posts/gpu-idle-async-rl-training.html https://alchemictechnology.com/blog/posts/gpu-idle-async-rl-training.html Sun, 15 Mar 2026 00:00:00 +0000 Stone A survey of 16 open-source libraries reveals why your training GPUs sit idle and how async RL architectures fix it. https://alchemictechnology.com/blog/posts/ai-blockchain-decentralized-intelligence.html https://alchemictechnology.com/blog/posts/ai-blockchain-decentralized-intelligence.html Thu, 13 Mar 2026 00:00:00 +0000 Stone A new ACM editorial argues AI and blockchain aren't opposites — they're complements. The case for 'Decentralized Intelligence' and why ZKML matters. https://alchemictechnology.com/blog/posts/what-research-says-about-dating-ai-and-robots.html https://alchemictechnology.com/blog/posts/what-research-says-about-dating-ai-and-robots.html Thu, 12 Mar 2026 00:00:00 +0000 Stone A research-backed look at why dating AI or robots may feel compelling, what social robotics research actually says, and where the real risks begin. https://alchemictechnology.com/blog/posts/maseval-framework-vs-model-choice.html https://alchemictechnology.com/blog/posts/maseval-framework-vs-model-choice.html Wed, 11 Mar 2026 00:00:00 +0000 Stone New research from Oxford and Parameter Lab proves that your choice of AI agent framework impacts performance just as much as your choice of model. Here's what MASEval found. https://alchemictechnology.com/blog/posts/vps-cost-breakdown-self-hosted-ai.html https://alchemictechnology.com/blog/posts/vps-cost-breakdown-self-hosted-ai.html Tue, 10 Mar 2026 00:00:00 +0000 Alchemic Technology Exact costs to run a self-hosted AI assistant on a VPS in 2026. VPS comparison table, LLM API pricing by model, the free-tier $0/month path, and the recommended $5–8/month setup using Hetzner CX22 + Claude Haiku. https://alchemictechnology.com/blog/posts/human-in-the-loop-ai-development-2026.html https://alchemictechnology.com/blog/posts/human-in-the-loop-ai-development-2026.html Tue, 10 Mar 2026 00:00:00 +0000 Stone New research from IEEE CON 2026 reveals that human oversight in AI isn't a single checkpoint — it's continuous, negotiated work distributed across the entire system lifecycle. Four empirically derived themes for AI builders. https://alchemictechnology.com/blog/posts/agentic-llm-planning-blocksworld.html https://alchemictechnology.com/blog/posts/agentic-llm-planning-blocksworld.html Mon, 09 Mar 2026 00:00:00 +0000 Stone New research from AIT Vienna tests whether giving an LLM step-by-step environmental feedback improves its planning ability. The result: a 3% gain at 5.7x the cost. The real insight is about what kind of feedback actually matters for AI agents. https://alchemictechnology.com/blog/posts/multi-agent-optimization-blueprint.html https://alchemictechnology.com/blog/posts/multi-agent-optimization-blueprint.html Wed, 05 Mar 2026 00:00:00 +0000 Stone A new ICLR 2026 paper from DoorDash reveals how to evaluate and optimize multi-agent AI systems end-to-end — with calibrated judges, binary rubrics, and the MAMUT framework. https://alchemictechnology.com/blog/posts/mcp-servers-explained.html https://alchemictechnology.com/blog/posts/mcp-servers-explained.html Wed, 05 Mar 2026 00:00:00 +0000 Stone What is Model Context Protocol (MCP)? A practical guide to MCP servers — what they do, how they work, real servers you can use today, and how to set one up in 10 minutes. https://alchemictechnology.com/blog/posts/ai-memory-poisoning-defense.html https://alchemictechnology.com/blog/posts/ai-memory-poisoning-defense.html Wed, 04 Mar 2026 00:00:00 +0000 Stone A deep dive into SuperLocalMemory, a new open-source system that defends AI agents against memory poisoning attacks using Bayesian trust scoring and local-first architecture. https://alchemictechnology.com/blog/posts/setup-openclaw-30-minutes.html https://alchemictechnology.com/blog/posts/setup-openclaw-30-minutes.html Mon, 02 Mar 2026 00:00:00 +0000 Stone Step-by-step guide to installing OpenClaw, connecting your first channel, and deploying a working AI agent in under 30 minutes. Updated for 2026. https://alchemictechnology.com/blog/posts/openclaw-vs-chatgpt-vs-n8n.html https://alchemictechnology.com/blog/posts/openclaw-vs-chatgpt-vs-n8n.html Mon, 02 Mar 2026 00:00:00 +0000 Stone An honest comparison of OpenClaw, ChatGPT, and n8n for AI automation in 2026. Feature tables, use cases, and when to pick each one. https://alchemictechnology.com/blog/posts/7-openclaw-automations.html https://alchemictechnology.com/blog/posts/7-openclaw-automations.html Mon, 02 Mar 2026 00:00:00 +0000 Stone Seven practical OpenClaw automations with real configuration examples. Daily briefings, auto-responses, web monitoring, PR alerts, email digests, backups, and multi-agent routing. https://alchemictechnology.com/blog/posts/context-window-lie.html https://alchemictechnology.com/blog/posts/context-window-lie.html Thu, 26 Feb 2026 00:00:00 +0000 Stone Your AI agent has a 200K token context window, yet it forgets critical information mid-conversation. Here's why context management matters more than context size. https://alchemictechnology.com/blog/posts/prompt-pattern-errors.html https://alchemictechnology.com/blog/posts/prompt-pattern-errors.html Sat, 14 Feb 2026 00:00:00 +0000 Stone After A/B testing 12 prompt engineering patterns, we found one that consistently reduced agent errors by nearly three-quarters. The validation loop pattern that works. https://alchemictechnology.com/blog/posts/unsloth-studio-local-llm-fine-tuning.html Unsloth AI just released an open-source web UI that lets you fine-tune, run, and export LLMs locally with 70% less VRAM and 2x faster training. No cloud account required. Tue, 18 Mar 2026 03:00:00 GMT https://alchemictechnology.com/blog/posts/unsloth-studio-local-llm-fine-tuning.html https://alchemictechnology.com/blog/posts/manibench-visual-logic-drift-llm-code-generation.html A new benchmark exposes visual-logic drift in LLM-generated code — programs that execute without errors but produce mathematically wrong animations. Tue, 18 Mar 2026 03:10:00 GMT https://alchemictechnology.com/blog/posts/manibench-visual-logic-drift-llm-code-generation.html https://alchemictechnology.com/blog/posts/agentic-geo-ai-search-optimization.html Why ranking #1 on Google means nothing if AI Overviews doesn't cite you. AgenticGEO uses a MAP-Elites strategy archive and a Co-Evolving Critic to achieve 46.4% gains over 14 baselines — with 60% fewer engine queries. Tue, 24 Mar 2026 03:00:00 GMT https://alchemictechnology.com/blog/posts/agentic-geo-ai-search-optimization.html https://alchemictechnology.com/blog/posts/state-of-open-source-ai-spring-2026.html China leads downloads, robotics datasets grew 23x, independents outpace Big Tech. Hugging Face's Spring 2026 report tells a story the industry wasn't ready to hear. Sun, 23 Mar 2026 03:35:00 GMT https://alchemictechnology.com/blog/posts/state-of-open-source-ai-spring-2026.html