\n'
f'
{impact_icons.get(impact, "๐ต")} {impact.upper()}{new_pill}
\n'
@@ -1166,11 +1173,37 @@ class V2VisionEngine:
)
return html
- # Lane 1: fresh momentum (3-month window, 21d half-life).
- top_items = _select_lane("3_months", 21.0, 6, set())
- # Lane 2: sustained importance (6-month window, soft 60d decay),
- # de-duplicated against lane 1 so it surfaces different resources.
- rising_items = _select_lane("6_months", 60.0, 4, {it.get("url") for it in top_items})
+ # Proven-staying-power signal for lane 2: URLs that the digest ranks in
+ # the top-2 of any category over the full 12-month window.
+ twelve_mo_urls = {
+ it.get("url")
+ for items in digest_data.get("12_months", {}).values()
+ for it in (items or [])
+ if isinstance(it, dict)
+ }
+
+ def _impact(item):
+ return impact_weight.get(item.get("impact", "medium"), 0.4)
+
+ def _fresh_score(item, age_days):
+ # Aggressive 21d half-life: surfaces the very newest high-impact items.
+ recency = 0.5 ** (max(age_days, 0) / 21.0)
+ return _impact(item) * (0.35 + 0.65 * recency)
+
+ def _sustained_score(item, age_days):
+ # "Rising this Quarter": reward proven staying power (present across
+ # the 12-month window) and de-prioritise <7d items (those belong in
+ # lane 1) so the two lanes surface genuinely different resources โ
+ # not just lane 1's leftovers under a different label.
+ persistence = 1.0 if item.get("url") in twelve_mo_urls else 0.5
+ maturity = 0.35 if age_days < 7 else 1.0
+ decay = 0.5 ** (max(age_days, 0) / 120.0)
+ return _impact(item) * persistence * maturity * (0.45 + 0.55 * decay)
+
+ # Lane 1: fresh momentum (3-month window).
+ top_items = _select_lane("3_months", 6, set(), _fresh_score)
+ # Lane 2: sustained momentum (6-month window), de-duplicated against lane 1.
+ rising_items = _select_lane("6_months", 4, {it.get("url") for it in top_items}, _sustained_score)
try:
from datetime import datetime as _dt
@@ -1191,7 +1224,7 @@ class V2VisionEngine:
cards_html += '
\n'
- cards_html += _render_cards(rising_items)
+ cards_html += _render_cards(rising_items, show_new=False)
cards_html += '
\n'
cards_html += '\n'
cards_html += '
๐ Full Tech & Cloud Digest โ\n'
diff --git a/v2-docs/index.md b/v2-docs/index.md
index 77911a35..2752c56a 100644
--- a/v2-docs/index.md
+++ b/v2-docs/index.md
@@ -139,32 +139,32 @@
๐ Rising this Quarter โ Sustained Momentum
-
๐ด CRITICAL ๐ NEW
-
FinOps & Cloud Cost
-
-
2026-06-18
-
Provides CNCF-backed guidance on why visibility and cost monitoring are crucial to stopping runaway costs in complex Kubernetes deployments.
+
๐ด CRITICAL
+
Observability, SRE & Testing
+
+
2026-06-13 ยท 64.5kโ
+
Prometheus remains the industry-standard, benchmark telemetry engine for modern cloud-native metrics collection and real-time alerting.
-
๐ด CRITICAL ๐ NEW
-
Kubernetes & Orchestration
-
-
2026-06-14 ยท 3.8kโ
-
Serves as the foundational bridge enabling GPU virtualization and hardware-accelerated scheduling for heavy AI/ML workloads inside Kubernetes.
+
๐ด CRITICAL
+
CI/CD & GitOps
+
+
2026-06-13 ยท 8.2kโ
+
Flux v2 is a foundational, graduated CNCF GitOps engine engineered specifically for highly decoupled, parallel cluster synchronization.
-
๐ด CRITICAL ๐ NEW
-
Python, Java & Developer Ecosystem
-
-
2026-06-14 ยท 48kโ
-
It has become the de facto standard for Python linting and formatting, drastically reducing CI/CD runtimes due to its high-performance Rust implementation.
+
๐ด CRITICAL
+
Linux & System Foundations
+
+
2026-06-13 ยท 10.2kโ
+
eBPF-driven bpftrace provides safe, high-performance, dynamic kernel and userspace tracing essential for cloud-native performance analysis.
-
๐ด CRITICAL ๐ NEW
-
AI & Agents
-
-
2026-06-14 ยท 82.8kโ
-
It standardizes high-performance, memory-efficient LLM serving via vLLM on Kubernetes clusters, directly bridging cloud-native infrastructure with AI workloads.
+
๐ด CRITICAL
+
DevOps & Culture
+
+
2026-06-13 ยท 33.6kโ
+
It is the de facto industry-standard framework for building customizable internal developer portals, centralizing platform engineering workflows.