Hard budget limits, loop detection, and multi-model verification — so autonomous agents run 24/7 without burning your wallet or your patience.
You hand an agent a task, step away, and come back to a disaster. Infinite loops. Runaway API costs. No output. No logs. No way to know what happened.
These aren't edge cases — they're the default behavior of every orchestration tool that treats reliability as an afterthought.
Agent gets stuck repeating the same action with slightly different arguments, forever.
No budget cap means a single stuck task burns hundreds of dollars before you notice.
When something goes wrong, there's nothing to debug. No state, no logs, no trail.
Every request passes through a full reliability stack before a single token is sent.
Every call gets a unique RequestId. Start time, context, and full metadata are captured before anything runs.
Observable from startToken and cost limits are enforced before the call, not tracked after. If the estimated cost would exceed your budget, the call never happens.
Hard limits, not warningsIteration count, wall-clock time, and consecutive failure thresholds are all monitored. Trip any limit and the agent stops cleanly, returning partial results.
Fail safe, not fail silentAgent state is hashed at each iteration. If the same state appears twice — or an oscillation pattern is detected — execution halts before the spiral begins.
Hash-based state dedupLLM calls run with full streaming. Text, tool calls, and thinking blocks are processed in real-time and surfaced immediately to connected clients.
Every chunk typed and handledActual token usage is reconciled against the pre-authorization. Real spend is tracked with full precision across every model and provider.
Penny-accurate cost trackingPost-execution state is recorded for future loop detection windows. The ring buffer keeps only what's needed — efficient and correct.
Future-aware state machineIn debug mode, every request and response is journaled to disk with timestamps and request IDs. Complete audit trail for any task, any time.
Debug anything, alwaysORXA's agent structure isn't a static workflow — it's a growing organism. Sub-agents emerge automatically from experience, evolve as they learn, split when tasks diverge, and retire when they're no longer needed.
OpenAI, Claude, Gemini, Grok, Ollama, and OpenRouter. Switch providers per-task or run them in parallel. Unified streaming, unified cost tracking.
Let GPT-4, Claude, and Gemini deliberate on the same problem until they converge. Leaderless consensus across up to 10 rounds. No single point of failure.
Router, Agent, Query, Manual, Scheduler, Consilium, Memory, and AppStage — compose complex multi-step AI workflows as declarative pipelines.
Built-in filesystem, shell, and web tools. Add composite YAML-based pipelines or let the agent generate new tools on demand with hybrid semantic search.
Running autonomously overnight? Get notified when tasks complete, fail, or need human input — through your preferred channel.
API keys stored in your OS native keyring — Windows Credential Manager, macOS Keychain. Never in plain text, never in config files.
Long-running builds, tests, and scripts run as tracked background tasks. Agent can start them, check status, and react to results — without blocking.
Per-model, per-tool, per-project cost breakdowns across daily, weekly, and monthly windows. Know exactly where every dollar goes.
Every conversation, message, and agent run is indexed and searchable. Find any decision, any output, any tool call — instantly.
Each model submits its independent answer. All models read each other's positions and update their own. They score their agreement from 0–100%. When every model exceeds 95% — consensus is reached.
If 10 rounds pass without convergence, the task escalates to a human decision point. The result is never hallucinated confidence — it's verifiable agreement across independent intelligences.
Use your own API keys. Mix providers across tasks. Pay only what the model charges.
gpt-5.4 · gpt-5.3 · o4-mini · claude-opus-4-6 · claude-sonnet-4-6 · claude-haiku-4-5 · gemini-3.1-pro · gemini-3.1-flash · grok-3 · llama3 · mistral · +more
ORXA installs itself, configures itself, and runs 24/7 without babysitting.
Native app on Windows, macOS, and Linux. Full GUI with flow editor, chat, and live agent monitoring.
Monitor and trigger agent tasks from your phone. Review results, approve human-in-the-loop steps, get notified on completion.
Self-installing autonomous agent mode. Deploy on any server, schedule tasks via cron or triggers, receive results via email, Telegram, or ticket.
Every plan includes hard budget enforcement by design. Overspending is architecturally impossible.
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