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AoT-light

Process reasoning tasks quickly by organizing atomic thoughts with simplified verification, optimized for time-sensitive brainstorming and problem-solving.

Instructions

A lightweight version of Atom of Thoughts (AoT) designed for faster processing and quicker results. This streamlined version sacrifices some depth of analysis for speed, making it ideal for time-sensitive reasoning tasks.

When to use:

  • Quick brainstorming sessions requiring atomic thought organization

  • Time-sensitive problem solving where speed is prioritized over exhaustive analysis

  • Simpler reasoning tasks that don't require deep decomposition

  • Initial exploration before using the full AoT for deeper analysis

  • Learning or demonstration purposes where response time is important

Key differences from full AoT:

  • Lower maximum depth (3 instead of 5) for faster processing

  • Simplified verification process

  • Immediate conclusion suggestion for high-confidence hypotheses

  • Reduced computational overhead and response payload

  • Optimized for speed rather than exhaustive analysis

Atom types and parameters are the same as the full AoT tool.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
atomIdYesUnique identifier for the atom
contentYesActual content of the atom
atomTypeYesType of atom
dependenciesYesList of IDs of other atoms this atom depends on
confidenceYesConfidence level of this atom (value between 0-1)
isVerifiedNoWhether this atom has been verified
depthNoDepth level of this atom (optional, defaults to 0)

Implementation Reference

  • Tool schema definition for 'AoT-light' including name, description, and input schema with properties for atomId, content, atomType, dependencies, confidence, etc.
    const AOT_LIGHT_TOOL: Tool = { name: "AoT-light", description: `A lightweight version of Atom of Thoughts (AoT) designed for faster processing and quicker results. This streamlined version sacrifices some depth of analysis for speed, making it ideal for time-sensitive reasoning tasks. When to use: - Quick brainstorming sessions requiring atomic thought organization - Time-sensitive problem solving where speed is prioritized over exhaustive analysis - Simpler reasoning tasks that don't require deep decomposition - Initial exploration before using the full AoT for deeper analysis - Learning or demonstration purposes where response time is important Key differences from full AoT: - Lower maximum depth (3 instead of 5) for faster processing - Simplified verification process - Immediate conclusion suggestion for high-confidence hypotheses - Reduced computational overhead and response payload - Optimized for speed rather than exhaustive analysis Atom types and parameters are the same as the full AoT tool.`, inputSchema: { type: "object", properties: { atomId: { type: "string", description: "Unique identifier for the atom" }, content: { type: "string", description: "Actual content of the atom" }, atomType: { type: "string", enum: ["premise", "reasoning", "hypothesis", "verification", "conclusion"], description: "Type of atom" }, dependencies: { type: "array", items: { type: "string" }, description: "List of IDs of other atoms this atom depends on" }, confidence: { type: "number", minimum: 0, maximum: 1, description: "Confidence level of this atom (value between 0-1)" }, isVerified: { type: "boolean", description: "Whether this atom has been verified" }, depth: { type: "number", description: "Depth level of this atom (optional, defaults to 0)" } }, required: ["atomId", "content", "atomType", "dependencies", "confidence"] } };
  • src/index.ts:771-773 (registration)
    Registration of 'AoT-light' tool in the ListToolsRequestSchema handler by including AOT_LIGHT_TOOL in the tools array.
    server.setRequestHandler(ListToolsRequestSchema, async () => ({ tools: [AOT_TOOL, AOT_LIGHT_TOOL, ATOM_COMMANDS_TOOL], }));
  • Dispatch handler in CallToolRequestSchema: if name === 'AoT-light', calls atomLightServer.processAtom(request.params.arguments).
    } else if (request.params.name === "AoT-light") { return atomLightServer.processAtom(request.params.arguments);
  • AtomOfThoughtsLightServer class extending AtomOfThoughtsServer, with constructor setting maxDepth=3 and overridden processAtom method implementing the lightweight tool logic.
    class AtomOfThoughtsLightServer extends AtomOfThoughtsServer { constructor() { // Lower max depth for faster processing super(3); } // Override to simplify the verification process public processAtom(input: unknown): { content: Array<{ type: string; text: string }>; isError?: boolean } { try { const validatedInput = this.validateAtomData(input); // Store the atom this.atoms[validatedInput.atomId] = validatedInput; // Add to order if it's new if (!this.atomOrder.includes(validatedInput.atomId)) { this.atomOrder.push(validatedInput.atomId); } // Format and display the atom with simplified output const formattedAtom = this.formatAtom(validatedInput); console.error(formattedAtom); // Quick verification - if verification atom, immediately verify dependencies if (validatedInput.atomType === 'verification' && validatedInput.isVerified) { validatedInput.dependencies.forEach(depId => { if (this.atoms[depId]) { this.verifyAtom(depId, true); } }); } // Faster conclusion suggestion - if hypothesis with high confidence, suggest conclusion immediately if (validatedInput.atomType === 'hypothesis' && validatedInput.confidence >= 0.8) { this.suggestConclusion(validatedInput); } // Simplified termination check const shouldTerminate = this.shouldTerminate(); const bestConclusion = shouldTerminate ? this.getBestConclusion() : null; // Basic response with less processing return { content: [{ type: "text", text: JSON.stringify({ atomId: validatedInput.atomId, atomType: validatedInput.atomType, isVerified: validatedInput.isVerified, confidence: validatedInput.confidence, atomsCount: Object.keys(this.atoms).length, bestConclusion: bestConclusion ? { atomId: bestConclusion.atomId, content: bestConclusion.content, confidence: bestConclusion.confidence } : null }, null, 2) }] }; } catch (error) { return { content: [{ type: "text", text: JSON.stringify({ error: error instanceof Error ? error.message : String(error), status: 'failed' }, null, 2) }], isError: true }; } } }
  • Creation of atomLightServer instance: const atomLightServer = new AtomOfThoughtsLightServer(); used by the AoT-light handler.
    const atomLightServer = new AtomOfThoughtsLightServer();
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