Update README.md

README.md

@@ -4,13 +4,10 @@
 
 kongruity pulls in unstructured artifacts of the creative-engineering process, capturing "AHA!" moments scattered across an engineering team's disparate tools: action items or backlog in Atlassian/Jira, user story comments, Slack discussions, retrospective feedback.
 
-
 It stores and synthesizes these into semantically coherent, prioritized clusters that can be incorporated into implementation planning.
 
-
 In kongruity, artifacts become "sticky notes." A board full looks chaotic. With a click, a RAG-pipeline levearges Models trained to semantically evaluate, group, cluster and add descriptive cluster headers.  
 
-
 These are rankable, editable and exportable to sprint project planning tools. 
 
 ## Clustering and evaluation: methodology
@@ -36,7 +33,6 @@ Note that: before scoring, structural validation confirms that each note landed
 Average silhouette width is a widely-used measure of clustering quality. Higher values indicate:
 
 1. The qualitative semantic cohesiveness of clusters, and:
-
 2. How well-separated each cluster is from its nearest neighboring cluster.
 
 Although the coefficient is mathematically bounded by [−1, 1], cosine distance between high-dimensional text embeddings is compressed: unrelated notes sit close to orthogonal, so both the within-cluster and nearest-cluster distances land near 0.8. Because silhouette divides the gap between them by the larger of the two, the practical range on embedding data is roughly [−0.05, 0.10] rather than the full interval.
@@ -74,11 +70,13 @@ Developers may swap in other LLM SDKs/APIs and alter prompt syntax in `backend/s
 
 The shared infrastructure that third-party integrations are built on. See [ARCHITECTURE.md](ARCHITECTURE.md) for the design, [ROADMAP.md](ROADMAP.md) for milestones, and [LOW_LEVEL_DESIGN.md](LOW_LEVEL_DESIGN.md) for module contracts.
 
-| Endpoint | Auth | Purpose |
-| --- | --- | --- |
-| `POST /v1/notes` | `Authorization: Bearer <api key>` | Bulk push notes. Body `{ notes: [{ id, text, author, x?, y?, color? }] }`, max 5000 per request. |
-| `POST /v1/webhooks/:provider` | Per-provider request signature | Inbound provider deliveries. Acks immediately, inserts in the background. |
-| `POST /v1/slack/commands` | Slack `v0` request signature | The `/sticky` slash command. Form-encoded rather than JSON, and its response body is shown to the user in Slack. |
+
+| Endpoint                      | Auth                              | Purpose                                                                                                          |
+| ----------------------------- | --------------------------------- | ---------------------------------------------------------------------------------------------------------------- |
+| `POST /v1/notes`              | `Authorization: Bearer <api key>` | Bulk push notes. Body `{ notes: [{ id, text, author, x?, y?, color? }] }`, max 5000 per request.                 |
+| `POST /v1/webhooks/:provider` | Per-provider request signature    | Inbound provider deliveries. Acks immediately, inserts in the background.                                        |
+| `POST /v1/slack/commands`     | Slack `v0` request signature      | The `/sticky` slash command. Form-encoded rather than JSON, and its response body is shown to the user in Slack. |
+
 
 Registered providers live in `backend/config/providers.ts`. `rest`, `linear`, and `slack` carry payload mappings today; `github` and `jira` declare transport and OAuth endpoints only, so adding one of those integrations means writing a single normalizer rather than new plumbing.
 
@@ -98,7 +96,7 @@ Deliveries are deduplicated on `(provider, external_id)` in the `ingest_events`
 
 ### Ingestion — pulling tagged artifacts in
 
-- [x] **Slack** — where decisions actually get made; `/sticky` captures a new note, and an emoji reaction (`:pushpin:` by default) fires an Events API webhook that pulls an existing message in.
+- [x] **Slack** — where decisions are made; `/sticky` captures a new note, and an emoji reaction (`:pushpin:` by default) fires an Events API webhook that pulls an existing message in.
 - [ ] **Microsoft Teams** — same capture gesture for enterprise shops; message extension plus Graph change notifications.
 - [ ] **Jira** — label- or mention-triggered webhook scoped by JQL. (This is where comments typically carry half the backlog's context.)
 - [ ] **Linear** — engineering-side tickets and threads; label-triggered GraphQL webhook.
@@ -168,7 +166,7 @@ The key must decode to exactly 32 bytes; the backend refuses to encrypt otherwis
 
 Two capture gestures, both landing in the same ingest pipeline:
 
-- **`/sticky <your note>`** creates a note from what you type.
+- `**/sticky <your note>**` creates a note from what you type.
 - **Reacting with an emoji** captures the message someone already wrote. The trigger defaults to `:pushpin:` and is set by `SLACK_CAPTURE_REACTION`.
 
 ### 1. Create the Slack app
@@ -182,7 +180,7 @@ SLACK_CAPTURE_REACTION=pushpin
 EOF
 ```
 
-`SLACK_SIGNING_SECRET` is already in the integration variables above. There is no OAuth flow here on purpose: a single workspace reading credentials from the environment is far less machinery than an install dance, and the OAuth endpoints in the provider registry stay unused until multi-workspace support is actually needed.
+`SLACK_SIGNING_SECRET` is already in the integration variables above. There is no OAuth flow here on purpose: a single workspace reading credentials from the environment is a simple, and the OAuth endpoints in the provider registry stay unused until multi-workspace support is actually needed.
 
 ### 2. Expose backend
 
@@ -253,7 +251,7 @@ npm run build
 npm run start
 ```
 
-The API server starts on **http://localhost:3001** (configurable via the `PORT` environment variable).
+The API server starts on **[http://localhost:3001](http://localhost:3001)** (configurable via the `PORT` environment variable).
 
 ### Start the backend — Development mode
 
@@ -285,7 +283,7 @@ From the `frontend/` directory:
 npm run dev
 ```
 
-The Vite dev server starts on **http://localhost:5173** by default. Open that URL in a browser.
+The Vite dev server starts on **[http://localhost:5173](http://localhost:5173)** by default. Open that URL in a browser.
 
 ## Running tests
 
@@ -312,3 +310,4 @@ This runs Vitest with jsdom. For watch mode during development:
 ```bash
 npm run test:watch
 ```
+