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Swarm 357

Getting started

  • Introduction
  • Quickstart
  • Installation
  • Your first run
  • Core concepts
  • Architecture

Guides

  • Running a task
  • Layer routing
  • Cost control and budgets
  • Flat-file memory
  • Memvid bridge
  • Bash security gate
  • Human-in-the-loop approvals
  • Checkpoints and resume
  • Replay and fork
  • Streaming events
  • Telemetry and traces
  • UltraPlan
  • Dream cycle

CLI reference

  • Overview
  • init, demo, status
  • run, boot, agent
  • inspect, resume, cancel
  • approve, reject
  • replay, fork
  • dream, migrate, plan
  • eval, serve
  • cost
  • mcp

API reference

  • Overview
  • Authentication
  • Errors and status codes
  • Rate limits
  • Health and status
  • Agents
  • Runs
  • SSE event stream
  • Approvals and execution

Python SDK

  • Overview
  • Agent and AgentConfig
  • Swarm
  • CostController
  • MemoryManager
  • MemvidBridge
  • BashSecurityGate
  • ApprovalGate
  • ToolRegistry
  • UltraPlan

Configuration

  • Roster YAML
  • Environment variables
  • Model IDs and providers
  • MCP servers
  • Runtime files

Roster

  • Overview
  • Management layer
  • Sales layer
  • Support layer
  • Marketing layer
  • SEO layer
  • Research layer
  • Operations layer

Deployment

  • Docker
  • Railway
  • Supabase data plane
  • Production checklist

Security

  • Security model
  • Bash policy
  • Filesystem confinement
  • Authentication
  • Enterprise controls

Evals

  • Methodology
  • Task catalog
  • Latest baseline
  • Reproducing

Resources

  • Status and maturity
  • Verification scorecard
  • Comparison
  • Roadmap
  • Contributing
  • Release process
  • Design system
  • Glossary
  • FAQ
  1. Docs
  2. /Python SDK
  3. /CostController

CostController

Layer spend tracking and model downgrade.

See Cost control guide.

PreviousSwarmNext MemoryManager

Swarm 357 pairs layered business agents with Memvid single-file memory and honest cost surfaces, so your security and FinOps reviewers can verify claims.

Documentation

Product

  • Installation
  • Memvid bridge
  • Status
  • Verification
  • Enterprise controls

Company

  • About
  • Changelog
  • Evals
  • Blog
  • Contributing

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Swarm 357

© 2026 TechTide Swarm 357 · landing 0.2.2 · techtide-swarm 0.2.2

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TechTide AI · open source Apache-2.0

Contributing guide