From ec16a13a5c0414bf7cfd40e59e1d34b5f29ec86f Mon Sep 17 00:00:00 2001
From: Sreyash308 <sreyash308@gmail.com>
Date: Sun, 12 Apr 2026 01:02:35 +0530
Subject: [PATCH 1/3] docs: add usage example for retrieval_core #20

---
 docs/usage/retrieval_core.md | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)
 create mode 100644 docs/usage/retrieval_core.md

diff --git a/docs/usage/retrieval_core.md b/docs/usage/retrieval_core.md
new file mode 100644
index 0000000..b6c68cf
--- /dev/null
+++ b/docs/usage/retrieval_core.md
@@ -0,0 +1,20 @@
+# Usage Example: retrieval_core
+
+`retrieval_core` is a probabilistic task used for document indexing and query estimation.
+
+## Example Script
+
+```python
+from chuck.tasks.retrieval_core.task import solve, generate
+
+# 1. Generate sample data (documents and queries)
+payload = generate(count=100, seed=42)
+
+# 2. Execute the retrieval solver
+# The payload contains 'docs' and 'queries'
+results = solve(payload)
+
+# 3. View Probabilistic Results
+print(f"Confidence: {results['confidence']}")
+print(f"Query Hits: {results['query_hits']}")
+print(f"Top Term: {results['top_term']}")
\ No newline at end of file

From 36f6137fca685e3c86309c8a7d20069895beae19 Mon Sep 17 00:00:00 2001
From: Sreyash308 <sreyash308@gmail.com>
Date: Sun, 12 Apr 2026 03:42:19 +0530
Subject: [PATCH 2/3] docs: Output Added in retrieval_core.md #20

---
 docs/usage/retrieval_core.md | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/docs/usage/retrieval_core.md b/docs/usage/retrieval_core.md
index b6c68cf..018cc6a 100644
--- a/docs/usage/retrieval_core.md
+++ b/docs/usage/retrieval_core.md
@@ -17,4 +17,12 @@ results = solve(payload)
 # 3. View Probabilistic Results
 print(f"Confidence: {results['confidence']}")
 print(f"Query Hits: {results['query_hits']}")
-print(f"Top Term: {results['top_term']}")
\ No newline at end of file
+print(f"Top Term: {results['top_term']}")
+```
+
+# Outputs
+```text
+Confidence: 0.875
+Query Hits: {'eta': 68, 'kappa': 76, 'alpha': 72, 'delta': 70}
+Top Term: epsilon
+```
\ No newline at end of file

From 260355c57907bd5cdaa84d29e48ef798631f099b Mon Sep 17 00:00:00 2001
From: Sreyash308 <sreyash308@gmail.com>
Date: Sun, 12 Apr 2026 12:47:07 +0530
Subject: [PATCH 3/3] fixing CI checks which are failing

---
 docs/usage/retrieval_core.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/usage/retrieval_core.md b/docs/usage/retrieval_core.md
index 018cc6a..2a4f64f 100644
--- a/docs/usage/retrieval_core.md
+++ b/docs/usage/retrieval_core.md
@@ -25,4 +25,4 @@ print(f"Top Term: {results['top_term']}")
 Confidence: 0.875
 Query Hits: {'eta': 68, 'kappa': 76, 'alpha': 72, 'delta': 70}
 Top Term: epsilon
-```
\ No newline at end of file
+```