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Merged
hyperpolymath merged 1 commit into from
Aug 24, 2026
Merged

refactor: semantic port TS to AffineScript #98

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38 changes: 17 additions & 21 deletions dipstick/services/agent-swarm/src/swarm.affine
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Original file line number Diff line number Diff line change
@@ -1,19 +1,16 @@
// SPDX-License-Identifier: MPL-2.0
// Ported via Harvard Engine mechanical processor
// Ported via Harvard Engine (Semantic pass)

module swarm;

// TODO: Complete semantic implementation

/* === ORIGINAL TYPESCRIPT CONTEXT ===
// NUJ AI Agent Swarm Coordination Service
// Multi-agent system for policy analysis, guidance generation, and PESTLE monitoring
// Uses LangChain for agent orchestration with best practices

import { ChatOpenAI } from "@langchain/openai";

// Agent role definitions following AI agent best practices
export enum AgentRole {
enum AgentRole {
POLICY_ANALYST = "policy_analyst",
SEVERITY_ASSESSOR = "severity_assessor",
GUIDANCE_WRITER = "guidance_writer",
Expand All @@ -24,7 +21,7 @@ export enum AgentRole {
}

// Agent state machine following swarm coordination patterns
export interface AgentState {
struct AgentState {
id: string;
role: AgentRole;
status: "idle" | "working" | "blocked" | "completed" | "failed";
Expand All @@ -35,7 +32,7 @@ export interface AgentState {
}

// Task coordination following distributed consensus patterns
export interface SwarmTask {
struct SwarmTask {
id: string;
type: "policy_analysis" | "guidance_generation" | "pestle_monitoring";
context: {
Expand All @@ -50,7 +47,7 @@ export interface SwarmTask {
}

// Swarm coordination using actor model pattern
export class AgentSwarm {
struct AgentSwarm {
private tasks: Map<string, SwarmTask> = new Map();
private agents: Map<string, AgentState> = new Map();
private llm: ChatOpenAI;
Expand All @@ -66,7 +63,7 @@ export class AgentSwarm {
}

private initializeAgents(): void {
const roles = [
let roles = [
AgentRole.POLICY_ANALYST,
AgentRole.SEVERITY_ASSESSOR,
AgentRole.GUIDANCE_WRITER,
Expand All @@ -76,7 +73,7 @@ export class AgentSwarm {
];

roles.forEach((role) => {
const agentId = `${role}-${crypto.randomUUID()}`;
let agentId = `${role}-${crypto.randomUUID()}`;
this.agents.set(agentId, {
id: agentId,
role,
Expand All @@ -93,11 +90,11 @@ export class AgentSwarm {
async coordinatePolicyAnalysis(
policyChangeId: string,
context: SwarmTask["context"],
): Promise<string> {
const taskId = crypto.randomUUID();
): string {
let taskId = crypto.randomUUID();

// Define agent workflow DAG (Directed Acyclic Graph)
const workflow = [
let workflow = [
{
// Phase 1: Parallel analysis
parallel: [
Expand Down Expand Up @@ -143,8 +140,8 @@ export class AgentSwarm {
private async executePolicyAnalysis(
agent: AgentState,
context: SwarmTask["context"],
): Promise<Record<string, unknown>> {
const prompt = `You are a policy analyst for a journalism union. Analyze this policy change:
): Record<string, unknown> {
let prompt = `You are a policy analyst for a journalism union. Analyze this policy change:

Platform: ${context.platform}
Policy Change ID: ${context.policyChangeId}
Expand All @@ -171,7 +168,7 @@ Be precise, factual, and focused on journalistic implications.`;
private async executePestleAnalysis(
agent: AgentState,
context: SwarmTask["context"],
): Promise<Record<string, unknown>> {
): Record<string, unknown> {
// PESTLE framework analysis
return {
political: ["Regulatory change impact"],
Expand All @@ -188,7 +185,7 @@ Be precise, factual, and focused on journalistic implications.`;
agent: AgentState,
context: SwarmTask["context"],
priorResults: Record<string, unknown>,
): Promise<Record<string, unknown>> {
): Record<string, unknown> {
// Synthesize all prior agent results into member guidance
return {
guidanceDraft: "Draft guidance content...",
Expand All @@ -212,9 +209,9 @@ Be precise, factual, and focused on journalistic implications.`;
}

// HTTP server for swarm coordination API
async function startSwarmService(port: number): Promise<void> {
const apiKey = Deno.env.get("OPENAI_API_KEY") || "";
const swarm = new AgentSwarm(apiKey);
async fn startSwarmService(port: number): void {
let apiKey = Deno.env.get("OPENAI_API_KEY") || "";
let swarm = new AgentSwarm(apiKey);

console.log(`[Agent Swarm] Starting coordination service on port ${port}`);
console.log(`[Agent Swarm] Initialized ${swarm.getActiveAgents().length} agents`);
Expand All @@ -230,4 +227,3 @@ if (import.meta.main) {
await startSwarmService(3004);
}

==================================== */
56 changes: 26 additions & 30 deletions dipstick/services/pestle-observatory/src/observatory.affine
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Open in desktop
Original file line number Diff line number Diff line change
@@ -1,19 +1,16 @@
// SPDX-License-Identifier: MPL-2.0
// Ported via Harvard Engine mechanical processor
// Ported via Harvard Engine (Semantic pass)

module observatory;

// TODO: Complete semantic implementation

/* === ORIGINAL TYPESCRIPT CONTEXT ===
// NUJ PESTLE Observatory Service
// Connects to reliable external GraphQL APIs for PESTLE intelligence
// Monitors developing guidance, best practices, and regulatory changes

import { GraphQLClient } from "graphql-request";

// PESTLE framework domains
export enum PESTLEDomain {
enum PESTLEDomain {
POLITICAL = "political",
ECONOMIC = "economic",
SOCIAL = "social",
Expand All @@ -23,7 +20,7 @@ export enum PESTLEDomain {
}

// External observatory connections (reliable public GraphQL APIs)
export interface ObservatorySource {
struct ObservatorySource {
name: string;
endpoint: string;
domains: PESTLEDomain[];
Expand All @@ -32,7 +29,7 @@ export interface ObservatorySource {
}

// Observatory configuration for trusted data sources
export const OBSERVATORY_SOURCES: ObservatorySource[] = [
const OBSERVATORY_SOURCES: ObservatorySource[] = [
{
name: "GDPR Observatory",
endpoint: "https://api.gdpr.eu/graphql", // Placeholder - would use actual GDPR API
Expand Down Expand Up @@ -82,7 +79,7 @@ export const OBSERVATORY_SOURCES: ObservatorySource[] = [
];

// PESTLE intelligence data structure
export interface PESTLEIntelligence {
struct PESTLEIntelligence {
domain: PESTLEDomain;
source: string;
title: string;
Expand All @@ -94,7 +91,7 @@ export interface PESTLEIntelligence {
}

// Aggregated PESTLE analysis
export interface PESTLEAnalysis {
struct PESTLEAnalysis {
policyChangeId: string;
political: PESTLEIntelligence[];
economic: PESTLEIntelligence[];
Expand All @@ -107,7 +104,7 @@ export interface PESTLEAnalysis {
}

// Best practices tracker
export interface BestPractice {
struct BestPractice {
id: string;
title: string;
domain: PESTLEDomain;
Expand All @@ -119,7 +116,7 @@ export interface BestPractice {
}

// Observatory client for GraphQL federation
export class PESTLEObservatory {
struct PESTLEObservatory {
private clients: Map<string, GraphQLClient> = new Map();
private cache: Map<string, { data: unknown; timestamp: number }> = new Map();
private cacheTTL = 3600000; // 1 hour
Expand All @@ -130,7 +127,7 @@ export class PESTLEObservatory {

private initializeClients(): void {
OBSERVATORY_SOURCES.forEach((source) => {
const client = new GraphQLClient(source.endpoint, {
let client = new GraphQLClient(source.endpoint, {
headers: {
"User-Agent": "NUJ-Social-Media-Monitor/1.0",
},
Expand All @@ -147,7 +144,7 @@ export class PESTLEObservatory {
async queryPESTLEIntelligence(
platform: string,
policyKeywords: string[],
): Promise<PESTLEAnalysis> {
): PESTLEAnalysis {
const results: PESTLEAnalysis = {
policyChangeId: crypto.randomUUID(),
political: [],
Expand All @@ -161,9 +158,9 @@ export class PESTLEObservatory {
};

// Query each observatory source in parallel
const queries = OBSERVATORY_SOURCES.map(async (source) => {
let queries = OBSERVATORY_SOURCES.map(async (source) => {
try {
const intelligence = await this.querySource(
let intelligence = await this.querySource(
source,
platform,
policyKeywords,
Expand All @@ -177,7 +174,7 @@ export class PESTLEObservatory {
}
});

const responses = await Promise.all(queries);
let responses = await Promise.all(queries);

// Aggregate results by domain
responses.forEach(({ source, intelligence }) => {
Expand Down Expand Up @@ -206,7 +203,7 @@ export class PESTLEObservatory {
});

// Calculate overall confidence based on source reliability
const totalIntelligence =
let totalIntelligence =
results.political.length +
results.economic.length +
results.social.length +
Expand All @@ -215,7 +212,7 @@ export class PESTLEObservatory {
results.environmental.length;

if (totalIntelligence > 0) {
const avgReliability =
let avgReliability =
responses.reduce(
(sum, { source }) => sum + source.reliability,
0,
Expand All @@ -231,17 +228,17 @@ export class PESTLEObservatory {
source: ObservatorySource,
platform: string,
keywords: string[],
): Promise<PESTLEIntelligence[]> {
): PESTLEIntelligence[] {
// Cache key
const cacheKey = `${source.name}:${platform}:${keywords.join(",")}`;
const cached = this.cache.get(cacheKey);
let cacheKey = `${source.name}:${platform}:${keywords.join(",")}`;
let cached = this.cache.get(cacheKey);

if (cached && Date.now() - cached.timestamp < this.cacheTTL) {
return cached.data as PESTLEIntelligence[];
}

// GraphQL query (simplified - would be specific to each API)
const query = `
let query = `
query GetRelevantIntelligence($platform: String!, $keywords: [String!]!) {
intelligence(platform: $platform, keywords: $keywords) {
title
Expand Down Expand Up @@ -284,7 +281,7 @@ export class PESTLEObservatory {
}

// Monitor best practices updates
async getBestPractices(domain?: PESTLEDomain): Promise<BestPractice[]> {
async getBestPractices(domain?: PESTLEDomain): BestPractice[] {
const practices: BestPractice[] = [
{
id: "bp-001",
Expand Down Expand Up @@ -331,7 +328,7 @@ export class PESTLEObservatory {
// Real-time observatory feed subscription
async subscribeToUpdates(
callback: (update: PESTLEIntelligence) => void,
): Promise<void> {
): void {
console.log(
"[Observatory] Starting real-time subscription to observatory feeds",
);
Expand All @@ -340,12 +337,12 @@ export class PESTLEObservatory {
// For now, mock periodic polling
setInterval(async () => {
// Poll for updates
const updates = await this.checkForUpdates();
let updates = await this.checkForUpdates();
updates.forEach(callback);
}, 60000); // Check every minute
}

private async checkForUpdates(): Promise<PESTLEIntelligence[]> {
private async checkForUpdates(): PESTLEIntelligence[] {
// Check all sources for new intelligence
return [];
}
Expand Down Expand Up @@ -373,8 +370,8 @@ export class PESTLEObservatory {
}

// HTTP server for PESTLE observatory API
async function startObservatoryService(port: number): Promise<void> {
const observatory = new PESTLEObservatory();
async fn startObservatoryService(port: number): void {
let observatory = new PESTLEObservatory();

console.log(`[PESTLE Observatory] Starting service on port ${port}`);
console.log(
Expand All @@ -388,7 +385,7 @@ async function startObservatoryService(port: number): Promise<void> {
console.log(" - Legal: Terms of service, compliance requirements");
console.log(" - Environmental: Sustainability, digital footprint");

const healthStatus = observatory.getHealthStatus();
let healthStatus = observatory.getHealthStatus();
console.log("\n[PESTLE Observatory] Source health:");
Object.entries(healthStatus).forEach(([name, status]) => {
console.log(
Expand All @@ -406,4 +403,3 @@ if (import.meta.main) {
await startObservatoryService(3005);
}

==================================== */
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