TVIJO Articles & skillshttps://tvijo.com/wiki/feed/Source-linked project publicationsenthreejs:build an interactive map of agent roleshttps://tvijo.com/wiki/guide/skills/threejs-agent-map/https://tvijo.com/wiki/guide/skills/threejs-agent-map/Use an existing3D skill to explain a swarm instead of commissioning another static concept.article-magazine:turn a checked case into a readable articlehttps://tvijo.com/wiki/guide/skills/article-magazine/https://tvijo.com/wiki/guide/skills/article-magazine/A named ready-made layout skill for substantial project publications.frontend-slides:an interactive demo deck for your producthttps://tvijo.com/wiki/guide/skills/frontend-slides/https://tvijo.com/wiki/guide/skills/frontend-slides/Reuse the installed presentation skill for a sales demo tied to real evidence.design-review:inspect the page before selling ithttps://tvijo.com/wiki/guide/skills/design-review/https://tvijo.com/wiki/guide/skills/design-review/Turn a ready visual-review skill into a concrete release checklist.ad-creative:write a campaign for an actual offerhttps://tvijo.com/wiki/guide/skills/ad-creative/https://tvijo.com/wiki/guide/skills/ad-creative/A concrete marketing skill with evidence and a functioning destination.evidence-publishing:a portable skill for a useful project articlehttps://tvijo.com/wiki/guide/skills/evidence-publishing/https://tvijo.com/wiki/guide/skills/evidence-publishing/A concrete article contract that connects a result,sources,learning and an offer.AI orchestration: from a prompt to an accepted resulthttps://tvijo.com/wiki/guide/orchestration/https://tvijo.com/wiki/guide/orchestration/A practical design for delegation, evidence and recovery.DSHREM: a project-aware AI terminalhttps://tvijo.com/wiki/guide/dshrem/https://tvijo.com/wiki/guide/dshrem/Sessions, scoped work and receipts before unattended automation.Telegram as an operator interfacehttps://tvijo.com/wiki/guide/telegram-operations/https://tvijo.com/wiki/guide/telegram-operations/Progress, trusted decisions and a clear boundary around control.SPIDER: a source-to-evidence workflowhttps://tvijo.com/wiki/guide/spider/https://tvijo.com/wiki/guide/spider/Define the sources, preserve provenance and make missing data visible.Shared memory without shared mistakeshttps://tvijo.com/wiki/guide/shared-memory/https://tvijo.com/wiki/guide/shared-memory/Keep facts, hypotheses and permissions distinct across agent sessions.What Devstral taught us about acceptancehttps://tvijo.com/wiki/guide/devstral-lessons/https://tvijo.com/wiki/guide/devstral-lessons/Evaluate completeness and accepted outputs, not fluent completion messages.Brains: make the system understandablehttps://tvijo.com/wiki/guide/brains/https://tvijo.com/wiki/guide/brains/An interactive map should explain a workflow before it claims to monitor one.Engineering that can show its workhttps://tvijo.com/wiki/guide/case-start/https://tvijo.com/wiki/guide/case-start/TVIJO connects operators, bounded agent work and knowledge that can be checked and reused.AGENTORCH: the orchestrator has a concrete jobhttps://tvijo.com/wiki/guide/case-agentorch/https://tvijo.com/wiki/guide/case-agentorch/AGENTORCH names the orchestration role: plan, assign, observe, reconcile and accept.The task packet is the interfacehttps://tvijo.com/wiki/guide/case-packets/https://tvijo.com/wiki/guide/case-packets/A good task describes a verifiable outcome rather than an invitation to improvise without limits.AGENTJUDGE: acceptance follows evidencehttps://tvijo.com/wiki/guide/case-agentjudge/https://tvijo.com/wiki/guide/case-agentjudge/A reviewer checks the task, the artifact version and each acceptance criterion.Measure cost per accepted resulthttps://tvijo.com/wiki/guide/case-economy/https://tvijo.com/wiki/guide/case-economy/Small task benchmarks illustrate why task class and acceptance matter more than a cheap model label.Budgets and outages belong in the state machinehttps://tvijo.com/wiki/guide/case-budget-outage/https://tvijo.com/wiki/guide/case-budget-outage/A reliable operator view distinguishes working, waiting, failed, blocked and accounting uncertainty.Keep VECTORBASE, evaluate retrievalhttps://tvijo.com/wiki/guide/case-memory/https://tvijo.com/wiki/guide/case-memory/Use a private source-linked index to find evidence; do not treat search results as authority.SPIDER: evidence collection and useful progresshttps://tvijo.com/wiki/guide/case-spider/https://tvijo.com/wiki/guide/case-spider/The first implementation reads an explicit project-evidence list and produces a dated operator digest without model calls.DSHREMBOT and tmux: one operator viewhttps://tvijo.com/wiki/guide/case-operator/https://tvijo.com/wiki/guide/case-operator/Authenticated project commands, budget visibility and explicit schedule controls connect the operator to existing execution lanes.The OpenAI–Hugging Face incident: learn from controlshttps://tvijo.com/wiki/guide/case-incident/https://tvijo.com/wiki/guide/case-incident/The incident reports support specific engineering lessons, not a controlled ranking of our system.What the supplied Opus screenshot actually proveshttps://tvijo.com/wiki/guide/case-model-switch/https://tvijo.com/wiki/guide/case-model-switch/The screenshot records a safeguard-triggered switch in one session; it does not explain the exact trigger. The observation is the supplied screenshot dated 15 October 2026.Training our own model: a gated research directionhttps://tvijo.com/wiki/guide/case-own-model/https://tvijo.com/wiki/guide/case-own-model/A proprietary model is an option to test after retrieval, prompts and routing have measurable limits.A bilingual knowledge product with visible limitshttps://tvijo.com/wiki/guide/case-publishing/https://tvijo.com/wiki/guide/case-publishing/Publish useful explanations first, then expand languages when the evidence and workflow are ready.Free learning, custom projects and future challengeshttps://tvijo.com/wiki/guide/case-opportunities/https://tvijo.com/wiki/guide/case-opportunities/Turn evidence-backed engineering into clear offers and a useful developer community.Trust the sender, not a public checksumhttps://tvijo.com/wiki/guide/trusted-messages/https://tvijo.com/wiki/guide/trusted-messages/Bind the complete message to an explicitly trusted authority.Two swarm models: a terminology comparisonhttps://tvijo.com/wiki/guide/swarm-comparison/https://tvijo.com/wiki/guide/swarm-comparison/A dated comparison of self-organisation and controlled engineering workflows.Why fewer stars can still be the right choicehttps://tvijo.com/epoch/compare/why-stars/https://tvijo.com/epoch/compare/why-stars/Capability,delivery,evidence and a useful next step.Useful competitor options and our next stepshttps://tvijo.com/epoch/compare/capability-gaps/https://tvijo.com/epoch/compare/capability-gaps/Capability,delivery,evidence and a useful next step.Hotido:from a public notice to a reviewed opportunityhttps://tvijo.com/epoch/compare/hotido/https://tvijo.com/epoch/compare/hotido/Capability,delivery,evidence and a useful next step.FinEdg:from a research question to a checked resulthttps://tvijo.com/epoch/compare/finedg/https://tvijo.com/epoch/compare/finedg/Capability,delivery,evidence and a useful next step.What does a useful swarm result cost?https://tvijo.com/epoch/compare/costs/https://tvijo.com/epoch/compare/costs/Capability,delivery,evidence and a useful next step.AGENTJUDGE:what the comparison review changedhttps://tvijo.com/epoch/compare/council/https://tvijo.com/epoch/compare/council/Capability,delivery,evidence and a useful next step.AGENTSORCH: give the work a direction.https://tvijo.com/epoch/agentsorch/https://tvijo.com/epoch/agentsorch/From a task packet to an accepted handoff.AGENTSJUDJE: let evidence decide.https://tvijo.com/epoch/agentsjudje/https://tvijo.com/epoch/agentsjudje/A review method that distinguishes a claim from a verified result.The swarm operator’s field guide.https://tvijo.com/epoch/operator/https://tvijo.com/epoch/operator/A public learning adaptation of the operator wiki.A green check needs a version.https://tvijo.com/epoch/articles/evidence/https://tvijo.com/epoch/articles/evidence/Why acceptance belongs to an artefact, not a convincing report.A checksum is not an identity.https://tvijo.com/epoch/articles/trusted-messages/https://tvijo.com/epoch/articles/trusted-messages/A concrete engineering lesson from the 15 October release.Six ways to see the system.https://tvijo.com/epoch/atlas/https://tvijo.com/epoch/atlas/Neurons, towers, maps and territories with an explicit meaning.What changed on 15 October.https://tvijo.com/epoch/today/https://tvijo.com/epoch/today/A dated engineering case, with the delivery boundary kept visible.Useful work. Clear evidence. An agreed scope.https://tvijo.com/epoch/how-we-work/https://tvijo.com/epoch/how-we-work/Choose a useful result and agree its scope with TVIJO.A handoff that another operator can usehttps://tvijo.com/epoch/patterns/verified-handoff/https://tvijo.com/epoch/patterns/verified-handoff/A reusable pattern for tasks that cross sessions and people.What belongs in an operator cockpit?https://tvijo.com/epoch/patterns/operator-cockpit/https://tvijo.com/epoch/patterns/operator-cockpit/Choose useful signals before adding another bot command.From a pile of links to a reusable findinghttps://tvijo.com/epoch/patterns/evidence-research/https://tvijo.com/epoch/patterns/evidence-research/A source-to-evidence pattern for research and procurement.More than a star count.https://tvijo.com/epoch/compare/https://tvijo.com/epoch/compare/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.COMP: inspect every star.https://tvijo.com/epoch/compare/methodology/https://tvijo.com/epoch/compare/methodology/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.Research swarms and operator systems.https://tvijo.com/epoch/compare/swarm-case/https://tvijo.com/epoch/compare/swarm-case/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.TVIJO vs OpenClawhttps://tvijo.com/epoch/compare/tvijo-vs-openclaw/https://tvijo.com/epoch/compare/tvijo-vs-openclaw/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.TVIJO vs Hermes Agenthttps://tvijo.com/epoch/compare/tvijo-vs-hermes/https://tvijo.com/epoch/compare/tvijo-vs-hermes/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.TVIJO vs OpenAI Agents SDKhttps://tvijo.com/epoch/compare/tvijo-vs-openai-sdk/https://tvijo.com/epoch/compare/tvijo-vs-openai-sdk/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.TVIJO vs OpenAI Codexhttps://tvijo.com/epoch/compare/tvijo-vs-codex/https://tvijo.com/epoch/compare/tvijo-vs-codex/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.TVIJO vs LangGraphhttps://tvijo.com/epoch/compare/tvijo-vs-langgraph/https://tvijo.com/epoch/compare/tvijo-vs-langgraph/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.TVIJO vs CrewAIhttps://tvijo.com/epoch/compare/tvijo-vs-crewai/https://tvijo.com/epoch/compare/tvijo-vs-crewai/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.TVIJO vs n8nhttps://tvijo.com/epoch/compare/tvijo-vs-n8n/https://tvijo.com/epoch/compare/tvijo-vs-n8n/Compare scope,evidence and buyer fit.Then choose a bounded implementation pilot.brand-extract:build a brand kit from a public websitehttps://hotido.com/wiki/guide/skills/brand-extract/https://hotido.com/wiki/guide/skills/brand-extract/Reuse an existing browser-assisted extraction skill when preparing a company profile.agent-browser:record public-page evidence reproduciblyhttps://hotido.com/wiki/guide/skills/agent-browser/https://hotido.com/wiki/guide/skills/agent-browser/A named browser skill for source inspection and UI checks.data-report:turn recorded data into a useful HTML reporthttps://finedg.com/wiki/guide/skills/data-report/https://finedg.com/wiki/guide/skills/data-report/Use the installed reporting skill instead of starting another dashboard from zero.A ready trading-analysis dashboard template:what to reusehttps://finedg.com/wiki/guide/skills/trading-dashboard-template/https://finedg.com/wiki/guide/skills/trading-dashboard-template/Separate an installed visual template from a connected trading product.notice-normalize:a portable skill for clean tender recordshttps://hotido.com/wiki/guide/skills/notice-normalize/https://hotido.com/wiki/guide/skills/notice-normalize/Download the actual SKILL.md and deterministic normalisation helper.recorded-output-check:a portable skill for fair implementation comparisonshttps://finedg.com/wiki/guide/skills/recorded-output-check/https://finedg.com/wiki/guide/skills/recorded-output-check/Compare outputs on the same recorded input before discussing language speed.