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chore: update README with a16z context-layer framing#1453

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goldmedal merged 4 commits intomainfrom
update/readme
Mar 17, 2026
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chore: update README with a16z context-layer framing#1453
goldmedal merged 4 commits intomainfrom
update/readme

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@chilijung chilijung commented Mar 17, 2026

Summary by CodeRabbit

  • Documentation
    • Expanded README with a context-first thesis, links to "Your Data Agents Need Context" and a16z context thesis, and new contextual framing.
    • Reworked workflow to prioritize capturing runtime business context, intent analysis, and ongoing model refinement.
    • Added a comparison section positioning the project among other data tools.
    • Clarified architecture and runtime/API exposure; updated Learn/Get Started with Claude Code and relabeled semantics→context.
    • Updated repository map, connector list (added Redshift), minor wording and ordering tweaks.

@github-actions github-actions bot added the documentation Improvements or additions to documentation label Mar 17, 2026
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coderabbitai bot commented Mar 17, 2026

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Review failed

Pull request was closed or merged during review

📝 Walkthrough

Walkthrough

Rewrote README to center a context-first narrative for data agents: added a16z "Your Data Agents Need Context" references, updated vision and workflow steps (capture context, analyze intent, refine models), emphasized runtime context exposed via MCP/APIs, and updated connectors (added Redshift) and developer entry points.

Changes

Cohort / File(s) Summary
Documentation
README.md
Reframed project toward a context-first semantic layer for agents; added a16z "Your Data Agents Need Context" links; expanded Vision and "Built For Agent Builders"; reworked workflow steps (capture context → analyze intent → plan queries → refine models); added "Wren Engine vs. Other Data Tools"; emphasized runtime/MCP APIs; added Redshift to supported sources; minor wording and ordering edits.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~10 minutes

Possibly related PRs

Suggested reviewers

  • goldmedal
  • wwwy3y3

Poem

🐰 I nibbled through the README's text,
Tucked context threads where meaning connects,
Added links, a Redshift seed,
Tuned the steps agents truly need,
A hop, a tweak — docs sprout new specs 🥕

🚥 Pre-merge checks | ✅ 3
✅ Passed checks (3 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title accurately describes the main change: updating the README with a16z context-layer framing, which aligns with the extensive rewording and conceptual shifts documented in the raw summary.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.

✨ Finishing Touches
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  • Create PR with unit tests
  • Commit unit tests in branch update/readme
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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.

Inline comments:
In `@README.md`:
- Line 90: The phrase "open source path" in the README sentence "This is the
practical open source path from text-to-SQL toward context-aware data agents."
should use a hyphenated compound adjective; update it to "open-source path"
wherever that exact sentence or the fragment "open source path" appears in
README.md so the adjective correctly modifies "path."

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 9926ed42-7447-4499-a64a-45dba37bc317

📥 Commits

Reviewing files that changed from the base of the PR and between 545e9a5 and a5cbe49.

📒 Files selected for processing (1)
  • README.md

4. MCP clients and AI agents interact with that context through a clean interface.
5. Teams keep refining the model as business logic and systems evolve.

This is the practical open source path from text-to-SQL toward context-aware data agents.
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⚠️ Potential issue | 🟡 Minor

Use hyphenated compound adjective at Line 90.

“open source” should be hyphenated here because it modifies “path.”

✏️ Proposed copy edit
-This is the practical open source path from text-to-SQL toward context-aware data agents.
+This is the practical open-source path from text-to-SQL toward context-aware data agents.
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
This is the practical open source path from text-to-SQL toward context-aware data agents.
This is the practical open-source path from text-to-SQL toward context-aware data agents.
🧰 Tools
🪛 LanguageTool

[grammar] ~90-~90: Use a hyphen to join words.
Context: ...tems evolve. This is the practical open source path from text-to-SQL toward cont...

(QB_NEW_EN_HYPHEN)

🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@README.md` at line 90, The phrase "open source path" in the README sentence
"This is the practical open source path from text-to-SQL toward context-aware
data agents." should use a hyphenated compound adjective; update it to
"open-source path" wherever that exact sentence or the fragment "open source
path" appears in README.md so the adjective correctly modifies "path."

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♻️ Duplicate comments (1)
README.md (1)

90-90: ⚠️ Potential issue | 🟡 Minor

Hyphenate compound adjective at Line 90 (open-source path).

The phrase still reads “open source path”; as a compound modifier, this should be hyphenated to “open-source path.”

✏️ Proposed copy edit
-This is the practical open source path from text-to-SQL toward context-aware data agents.
+This is the practical open-source path from text-to-SQL toward context-aware data agents.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@README.md` at line 90, The sentence "This is the practical open source path
from text-to-SQL toward context-aware data agents." uses "open source" as a
compound modifier; update that phrase to "open-source" so it reads "This is the
practical open-source path from text-to-SQL toward context-aware data agents."
Replace the unhyphenated occurrence in the README line containing that sentence.
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.

Duplicate comments:
In `@README.md`:
- Line 90: The sentence "This is the practical open source path from text-to-SQL
toward context-aware data agents." uses "open source" as a compound modifier;
update that phrase to "open-source" so it reads "This is the practical
open-source path from text-to-SQL toward context-aware data agents." Replace the
unhyphenated occurrence in the README line containing that sentence.

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 9c03cb5f-5105-42dc-a76f-83f6f3b25a31

📥 Commits

Reviewing files that changed from the base of the PR and between e479f61 and d06e136.

📒 Files selected for processing (1)
  • README.md

@goldmedal goldmedal changed the title Update README with a16z context-layer framing chore: update README with a16z context-layer framing Mar 17, 2026
@goldmedal goldmedal merged commit 09dca6c into main Mar 17, 2026
9 of 10 checks passed
@goldmedal goldmedal deleted the update/readme branch March 17, 2026 08:57
nhaluc1005 pushed a commit to nhaluc1005/text2sql-practice that referenced this pull request Apr 3, 2026
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2 participants